{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c86fdd3b-1d90-4ab5-bf4d-36d82729024d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "var openDigger = require('../src/open_digger');\n",
    "var babelId = 24560307;\n",
    "var webpackId = 3678731;\n",
    "var ids = [babelId, webpackId];\n",
    "var idsStr = JSON.stringify(ids);\n",
    "var year = 2021;"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f37c8a76-fd80-41b1-8e24-62d3f1cbc9ba",
   "metadata": {},
   "source": [
    "# 2021 供应链研究示例报告\n",
    "\n",
    "供应链可维护性风险的示例文档：\n",
    "\n",
    "示例项目为 webpack 和 babel-core。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9688bcd6-591b-424c-a9c6-977c9a0701fa",
   "metadata": {},
   "source": [
    "## 0. SBOM\n",
    "\n",
    "SBOM 即项目的依赖树信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "73cd2c4c-9adc-42fb-a6f2-a43442ccba89",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b091915e-d8c6-46e1-be10-1218b18973b4",
   "metadata": {},
   "source": [
    "## 1.团队健康\n",
    "\n",
    "团队健康度的两个指标为贡献者数量和核心贡献者数量。\n",
    "\n",
    "贡献者数量定义为一段时间内有过至少一次代码贡献的开发者数量。\n",
    "\n",
    "核心贡献者数量定义为一段时间内有过至少三次代码贡献的开发者数量。\n",
    "\n",
    "由图可得，全域仓库上的贡献者与核心贡献者分布满足典型幂律分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "984cea9e-842e-4f71-9be3-2c11f044234c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8
         ],
         "y": [
          14,
          12,
          10,
          8,
          7,
          5,
          3,
          2,
          1
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库贡献者分布 2021（双对数坐标）"
        },
        "xasix": {
         "type": "category"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.4781553398058252,
          8.478155339805825
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -0.07281553398058249,
          15.072815533980583
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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TS8atDLGLLroo6ELLa6WLDPfo3JLxpXmi/dJk7E3VZHpqubya5mHIScak5raaxi6Ns5p56kOGlGKPLnmW8aUKMlXBqfpNTb/Xe4aWYYfL27UMXVWKMuhkZmopenRs4hDdY1EVl9oPUrrptRNtmovSVa8jVf7KHNRztCRVy19lqKppOwHNXTUZY/oDhmLQsnQ1jUXvNdoqILpMPay609wP99aLmnn6Y4jGKLNQS4mjTUaj7lcMqriUoa3Xooz3md636nXWPXpvDLc+aGTecQ8EIAABCECgSgSozKuSmowFAhCAAAQmfZjUh1YZIfqQm7SFlUNa+qZKJVVJhXvtheaTPgjLlGjEzAurqPRBVx9wwxbuvyfTRhVKavqAHV0SKpMr/F7GlQyKqZoOeZAxqA/cMgJkytRXJkbvlbkgw0nmkUwQGX8yEn71V381+DAeNpkCqu7TEsiwqWpK8ehDv8zDb37zm8FXuK+WqnRUVaYP9i972cuCqqw4w0/9/fCHPwyW/mpJoswFGUzhQSWhmaf9ucQ/SZOxonmgJsNUZkwjTRxkdMgQ1DLFqZrMO5lVcU17l8mgFNfQaIleJ2NGLaxKrP9ev9MeaDK3ZFL90R/9UdCPfvamN71pyph0jSq7NHeiS46jN4iRDJiocaOlr6985SsnVVc2wi+8R1WgqtSKLk0PX3OqIIweSqN9EDVXZnoNa6mtzEwt0VT1W1zTMk3Nw6xmngwlLV+VuS7jO2xaui9TTqw1N7VkVUZduPQ3rHLT0mqZ9eHyUe0nFxqs9913X2Ck6z1HBqxeh7p/KjNzqmW2et+SQaf3C1WOqomhfibTVlV2MghllMrs1essXIIbjkfjiFapaszaLzNq5un9R9WpalMdUqEls3pNh0aclvuqmnC6pvfZcKl6+LqVYR5XeZplLnIvBCAAAQhAwFUCmHmuKkfcEIAABCAwI4GwmmOqiqWpOoiaebomyTJbXRd3UmNogkX3zGvEzJNBJANIFWb6kK0P+/qgr4q7qQ5VkDknY0bL22S21e/FJbNMplF0Y30ZVjLxZDRqf0HtXSZDScts9aFcSzXDD/Qam/Yt05I+LbGVOaOqJFUe6rl6virXVMWmAxl04IaMShkqMo2mazIOdK+WAkaNDFXfybiRKSazUmaPlvyGG/7rd6pCip6Yqr3q6k1MLf3TtUmajMvoPmIy82TEiJOazEJVE6oySuOTkSMTRc+QMfPCF75wrGpJc0RVYxp//QEO6kv93nbbbUG/GocMuvrTV/UcaS6jSNpIV2k1U5PWMkNkwmqJrKoEwxYucRY3GYNhE1vNAS3fjDaNub6qcqbn6/cyxTUmxa1nhlWQmqOaj+HecWFfYRWczK/p9hdUnKoIlfEYVpvVx5OXmae5p8NetHy1frmoDDtV7ak6U68HmdKqrgz1kTGnCje9lmROqYpOlXpRjcP+9VqSIahr9Z6h+7THZXRpc5yZ95Of/CR4pl5veh3KvFXVnPa1E2Mtew739hMzGbwy4qLvJTL8ZPxpPHovUMWk+pX5p/9W0/xXbJp/Rx55ZDDW+kNTZCqGh+DodaBxaHxaMhs2/fFA80Gvs7DJNI8u933yySeDeTmVEZ1k7nENBCAAAQhAoEoEMPOqpCZjgQAEIACBCQTCk2RlAL34xS8e+50qxvShONp0aEG4t1cjZp6qzKIGUti3lrrpg2oWMy/uNNvQqFS1lQy4RlqSPeLCfutPs9XpvTJ59K9ikSkhE0XxqNJI/y1TQyakmpjrEActMZWJoUMs6k8G1nVazqvqpNAo0fcyD2XIqakqSCaY9lCTWagP+Ko8VDWglu5pPzCZf1FDKo6NqoMUU5wBG14v3fRVXw0UmnnaF09LOrWZv4xWVSnJzAuXdKvKTLrLlNNJotM1GWwyAVVFJQNH7LR34HR7i8mIec5znhOYYvUmWNyztFRWJqmMHFU2ykASQy0nDw1E3RfdqzCuMlA/q39NJZl/Mog0X7RkXYeRyJgJm3RTq9/HLVwqX38IRvR54X550lKG1VSHuORl5ul9Rc+cqgIwfK2EMYbLavV9uMRY81dmmYzN+rkqTbTsWNWLeo3J4NVc+sY3vhG8tlSNGS4pjjPzZHrK/NJ8lGmmpb/SWAaweGqZrfZV1HugKpZVUaiqPM2B0FRUfJqz4SnNes3pfVF9SMdwnsic1Zg0T3W97pMJHy7LDqsYQxaqANQckMmncep1LV30XMUtg12v9/r9MnWtjFq9Z6mykwYBCEAAAhDwnQBmnu8zgPFDAAIQqDCB8PCL+so8mTP1pkH0tM9GzLw0p9mmrcyLM/NkRMmQklkm46eRltXM0zI9jVsVPTLn9MFf+/Gpwkbf60N+uE9XND6Zeaqo0x589S388B9X9aRrZZqpCkhGRbifmip/QnND8bz85S8fqwbSPVpeXL+kV+x0kIaqjsImQ1IVfOHppOFJsFOZeaqQknEnDrpWVXgyW0IzLzrPZHTI1AubDDFVOmlPOh140NPTM6OE9csgwxtUqRnu4af+ZO7JpFm9evVYn+H+jNHqNpk4qv6Skahl3TJFVYUq4yds9ctsw0qrtGae9rRTFZcMKh0AIjZRw0YVazKMpqrMUzViuGQ7CipclqqfaV9JmZtTtbzMPM09aRZ3gET4bJnLev8Jl7KGP5e5puo1GY+aA9rbLm4PRVW6ynTTfozhfnQytDQGnTYcHggSZ+bJbBNbVYBqmb5OYo7uZ6fXq177WtavpdqalzJYVV0aNu1LqYq56NJtzXH1G1bmae6oOjf6GpfJGR7+orkiY137/+nnMvj1+tDrRNW5eg+TIR2aeTJ3ZTyGBmJUR7HSe/RMp13P+CLiAghAAAIQgEBFCGDmVURIhgEBCEAAApMJhAcy1G/Org+Z2idKTVU0+oDZDDOv/lCOqfbMy8PM0x5v9cs6P/3pTwenW9Yv0dRyPhlm0RZXmSdTIWwyjrSHWLh0Ux/wp9rTbjozLzRBpjLzZPrIeJIhMNPedWFsMl/qD8aoN/NklKgSTuZouBx5JjNPlYY6yEQcNH9kOMksC3VV5ZWMRBkZMj7C6lAZNTLJZITIZAwNEZk3cU2GjpaRxo2j/noZxTpAIXqiq66R4bty5coJeyzqNaCxiqlMUpltii2JmRddOjrTe4/MJZmL2jdN801GXnRfPN2v56uKtV53LVWWQavl3NE91MLXrmKW0RPd52+qePIy88Lqxttvv33KgxzEPzzxuX5vPY1DZnf0AJC4mGW6yfBWVaKMQVW/qRJOrLTEWa8vGZwyoaMn5IZVu3F9yowLTchwz75wfoRVtOF9qhKV4Vbf9L6qSrq4U681x8PTlKWz3jcUr95j9R4k81xVoTLtZPqrAjFamafl1trbr/5k8fC1qGs1X2kQgAAEIAAB3wlg5vk+Axg/BCAAgQoT0Imi2ltOrf6wiXDYMj70gTKJmaelY1pCFm2NHIChgyBU2RNW14T9pTHz9CFfH/a15Kx+P7M4SVWh09vbO+FXMvf04b5+qamWwWlJW7SFZp44qQpMy2ll/IRNH+5lMISHZchU0h5Zca3ezJOpoCWE2rtPRoEqxKZawqixhgdzyAQLTdnwOTJIVKkXrSjS/mX1p2fWm3mqUJKxFTXMZjLzVGmk6iXNCRkr2o9MZoPMPO0FJ9NB+mhMMtLCgwMUq0wrGaCqUguXm8qgjGsy8xTvTGZeuB+dKhO1FDPaVCGlfe7qlyiqEi9cWpnGzEtamac5pmeqEksmj6oL6/cAVJyXXXZZUCEY7tEXxh6aYjI/o2an9mnUHFObqmKxnmVeZl64fLo+1vB5ep3p8ArNO/3hIDTeZMbp+3Bp+HQH2IQHemiOSP9oBa7GLtNY+9dpf8p6M09LabXXnTTSs9/1rncFhqd4aQlrtMIxPGBH7yf1eyCqylPvMfUtPLxCc7q+qTJXB9yoyZjTnNb7RGjmqQpRc0Fa6H1AhnjUzJNBLwMxak6qL+0xKZ1lNOs1Q4MABCAAAQj4TgAzz/cZwPghAAEIVJyAlmx9/etfD/Z60t5m0dNjNfQkZp6uk4mkvczqP2Q2YuaFlT3RQwhkeqi6SNVL9afZ1lfmyYCRWSXTayqTMomsSZbZygRQBZLMJ30Il/GnD+wyF8KTb++9995grytV1emgC1VdyZjU4QXiXW/e1Jt5Ms1kPOhZWhqoSh6ZhtooX4ZYuIwvNNxkiqniLa7JmFVlT/RwB10noyK6HLDezJMBJ2PkS1/6UqCzTM6ZzDwtRYye8qsTSWV6qi8xCXWWUanKKi21jVtSKZNKyxxnajOZeeKq03o1juiBH2HVoZZ3TrckO28zT+aizByZUdJESz3r90ILxyzzVkaNqiNDU1Nxq4JLnMNTgHW9Dp/Q95qLMolUEZmk5WXmhafSyvzVa6G+hSe8yux7/PHHg2WpWrqv16xe86p4k4mlOVJ/EIn6EjcZvKpolJYy32RmybzTsl01sdFrZarTbDUPNB/0WjnrrLMC80+msvYU1OEsajLCFZNM6PCE3SQco6fZTne9TEYZ+lo6HTXzNM+0PFqVejLZo2ZeuGxar5ejjjpqrPtwywSZu1Odgp0kdq6BAAQgAAEIVIUAZl5VlGQcEIAABCAQS0AfWHVSo/YVk5Gg/ZxUYacqGVXuaZmkjLTpKvPUsZZMyrzS/ccdd1yw15Sqnxox81TNJcNO8YR7henDd7gMtt7MU6WN9mdTZZXMI1UG6WfaJ66+AivNNEhi5oVGkJbdyqjT0jqZE/qgrlg0Bu2JpaWvYqmqIX3Y1oduVQLJ2Ivu16X4pltmG8avk2plGGp5aricLzxxVSaZTJ40rX6vLZkGqjDUEmNpKZNLjFVtJGNJ1X0yBMVZ80VVVmELD8CQyaLqJRmDWroYHtag5cuqhgqroGTGqlIreipvNHaZeeKkyqO4JlNUS02nM/NCs6P+YAn1F54IO1MV53RmnqqstMefjDXtayhzRubldC2MSddomazMp/qmZ8rs1dzX/NKcUmWh9i3U8mTtsafqtHA/N+29F+6PqBOa4/Zk1DLxsDpM2spMVVPc2ptQpqbmqJb8Rk+GTTOfZDirRfdc1PeK8wtf+EJgoIWml6pYNTa9ZmTKybgWDxl2MnE/9rGPBe8paopX5pYMNv38mGOOCdjIGFQ/9VW0U5l5Mgo1D/WepVNt1Z/eBzUHw6bX5w9+8IPA6NYfBmQcRuf5VDySmnnh/eF2BzLvND6NWyZouJw9aubJ0Fd1r14vMkDDNhXvNJpxLQQgAAEIQKBKBDDzqqQmY4EABCAAgVgC+oCoqigZb/pQG206gVbVQPoAGS4zqz8AQ9fLxJCJJBNILdx7Klwaq6WpOqmxvoVLaqMf2HWNKmFU8RY2GROqRAk/7If7q4XL4MIP5OH1MjT04b5++Wj981Xlo73I4po+lMuEk3FV32QuhVVA+qAfPbxBp3nqQ79iPPnkk40MFhl8Wh4nE0Nmo/ZI04EEekb9kl2ZXzLBptr8X3pp6ao+/EcP0ZChKmNDBoqqE+Oa9uOScRIaBeE1Mm+jVWGKWRVjmhfSQSaJzA/9q1M99WyNW+atjIXo0r6pzLywkk+GieZFdBmmqs5k+GkORlkqPpl5Wpqpg1rimkxCGWNxZp7MKbHXHmzSQ9yjppnMWPH+1re+NbaX31RvEzJOZX7H7ZmnvmVQiqFYyMyb7qRdPSM8EXW6t6VopZVMR5nTmrNhk6knk1PVkmrhqabT9Rk10sKTbuOul+EnM7GRpvmr10F0ia/ms+atlhNr7ofzLapB9KAc/YFB2wBovuu9Reav5oLmkfabS7KcVDGoGrS+YlhzRmxVLRs9kVhGppaiq8pP7zXSWkvC9XpRxZ7MQc1PaaEq4bgms1IGrPqKa3pP0PtZ2KJmngxVvX7D175ik1GnCt7wcBYtuda81l6DaopDOiVd2t2IntwDAQhAAAIQcI0AZp5rihEvBCAAAQhkIiAz6Mknnww+aGvpbX2ly0yd60OmKroD+gtiAAAgAElEQVTilo/OdG/972VaaP8pVR7VGzz118p80gds7bmlD8pxyzXjnh8eKJE2tuhG+TPdG1YthvvkhcsZxVYf3usZa8lueCJm3LLL0HzQxv/hB3rtuyWjTssCtefYVE0VeDLTprpGS2Bl1kUNIy0BlVEVGkZh31qCLXNG5oo0kkEjwyPOzFO1kfYXk1msflTNpyXeYdOcUVyqxKyvKmx0ma3msQxAVbNpTznpIINNpocqvsRWhpF4qnoyGk8cP702dG20Oqv+NNuZ5kIevw8NaFWDJqkUy+OZafuQQafqMv0xIDzoQganKuFUsRldWh6ePB134IX+SKA/BGi+aF5pCa7uVUXeVE3LkKWT3hO09F0Vu9GqznC5tfRXlaNMN3HU/NSSV1Uk6jTpqBGpqkstUe/s7AyM6EbfNxRz/enhUTNP71syGvU60vuE/tAg01x/CBEHNR16IoNRbNV0neaETEQaBCAAAQhAAAI1Aph5zAQIQAACEIBAhQnIRNKH57RNRkB0z6rp7leVUldXlznppJOCy/ThXHvPqUIqbm87GSEyE/ShXf9d31RtqA/7MimipogqiWRyxC2tDPsIlyhPdSiIlm3KTFTVoeJV5ddU+7iFfWr5sCrbtFxYVW+qFNIYVdk1NDQUmLsy8bTEWFVJMtm0j5sqraJNe73JVKs/KVjmj0yOCy+8MBazDDmdHquKpbBaUheKnSqpVFkaLtPUz8VJ5kyQ6LW0BEtJ608sTjofZFCJk0xS2kQCmhcy4KSfqnplrmmfu3rzWjqp+rN+H8ewN1XWHXbYYdPO6+iTtV9geAiF/iChJdDRvUD1ety7d29QEVu/v5zmq/4oIBOtfk7IAJaZmPdpsZqLMuJURRg9xVivB+0/qP0dZTrGGbcah0w+VTRq+TQNAhCAAAQgAIEaAcw8ZgIEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJnniFCECQEIQAACEIAABCAAAQhAAAIQgAAEIAABzDzmAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEHCGAmeeIUIQJAQhAAAIQgAAEIAABCEAAAhCAAAQgAAHMPOYABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQcIYCZ54hQhAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAcw85gAEIAABCEAAAhCAAAQgAAEIQAACEIAABBwhgJkXEergwYOmtbXVtLS0OCIfYUIAAhCAAAQgAAEIQAACEIAABCAAAQj4RAAzb1TtgYEBc95555lzzz3XnH322WNz4K677jJXX331pDlxyy23mPb2dp/mCmOFAAQgAAEIQAACEIAABCAAAQhAAAIQaDIBzDxjzDXXXGPuvPPOQIpLLrlkgpmnn1977bXm+uuvnyDV2rVrqeBr8uTl8RCAAAQgAAEIQAACEIAABCAAAQhAwDcCmHnGmL1795qhoSFz0UUXmQsuuGCSmXfdddeZW2+91be5wXghAAEIQAACEIAABCAAAQhAAAIQgAAELCOAmRcR5JxzzjHnn3/+JDNPlXunnXaamTNnjjn11FPNmWeeadra2iyTknAgAAEIQAACEIAABCAAAQhAAAIQgAAEqk4AM28GM+++++4zd9xxh+ns7DRbtmwx99xzj3nJS15irrjiiqrPjQnjU2Xi5s2bzaWXXurVuH0dbE9Pj1mwYIGZNWuWrwi8GbcO/unv7zcdHR3ejNnnge7bty94XbPnqx+zQCsPurq6/Bis56PUChO9n8+fP99zEn4MnzzND501SvI0f7TWSMnT/NI762gx82Yw8+oB33zzzeaGG24wt99+u1fVeZh5WV9qbt1PkuiWXlmiJUnMQs+9e0kS3dMsS8SYeVnouXUvZp5bemWNljwtK0F37idPc0erPCIlT8uDoj99YOalNPPuvvtuc+WVV5qvfvWrZu7cud7MFMw8b6QOBkqS6I/eJIn+aM1ffP3SWqPFzPNHc8w8f7QmT/NLa/I0v/TGzPNL76yjxcwbLV8eGRkxb3jDG8xb3vIWc9ZZZ5nZs2cHbD//+c+bDRs2mBNPPNF0d3eb97///UFF3k033ZSVvVP3Y+Y5JVfmYDHzMiN0pgOSRGekyiVQksRcMDrTCWaeM1JlDhQzLzNCpzogT3NKrkzBkqdlwufczeRpzknW1IAx84wxl112mfnpT386QYgbb7zRrF+/3nzkIx8J9swL24oVK8xVV11l1qxZ01Thyn44Zl7ZxJv7PJLE5vIv8+kkiWXSbv6zSBKbr0GZEWDmlUm7uc/CzGsu/7KfTp5WNvHmPY88rXnsm/Fk8rRmUHf3mZh5CbQbHBw0O3fuNAsXLvR2I2nMvAQTpUKXkCRWSMwZhkKS6I/WGilJol96Y+b5ozdmnj9aa6Tkaf7oTZ7mj9bkaX5pncdoMfPyoOhBH5h5HogcGSJJoj96kyT6ozVJol9aa7SYef5ojpnnj9aYeX5pTZ7ml9780dUvvbOOFjMvK0FP7sfM80To0WFi5vmjN0miP1pj5vmlNWaeX3pj5vmlN3maP3qTp/mjNXmaX1rnMVrMvDwoetAHZp4HIlOZ55fIo6MlSfRLdv7i65feVOb5ozdmnj9aU5nnl9bkaX7pTZ7ml95ZR4uZl5WgJ/d/4p9vNY8/8aT5k3edbzrm1k76pVWXAH/xra629SMjSfRHa/7i65fWGi1mnj+aY+b5ozVmnl9ak6f5pTdmnl96Zx0tZl5WghW///uP7TGX/NP/me09g8FIW1tazF++/iTzW6f5dZpvxWWeNDzMPH8UJ0n0R2vMPL+0xszzS2/MPL/0Jk/zR2/yNH+0Jk/zS+s8RouZlwfFCvdx3me+b+5+aOeEER6+sN387xUvr/CoGRpJoj9zgCTRH61JEv3SGjPPL70x8/zSmzzNH73J0/zRmjzNL63zGC1mXh4UK9zH6R/6utnROzRphK86Ybn55aOXmtPWLzEbli+qMAE/h0aS6I/uJIn+aE2S6JfWmHl+6Y2Z55fe5Gn+6E2e5o/W5Gl+aZ3HaDHz8qBY4T5e+tffMo/t6p9xhJ3zZpvT1i0JzL3T1y0xzzly8Yz3cIG9BEgS7dUm78hIEvMmand/7MVitz55R8eeeXkTtbc/zDx7tSkiMvK0Iqja2Sd5mp26FBUVeVpRZKvZL2ZeNXXNbVTXfO1B88lvPjyhv1OO7DJnnbzSPLyjb+xrT//+Sc9sm9USGHuhyad/29tac4uNjoojQJJYHFvbeiZJtE2RYuMhSSyWr229Y+bZpkhx8WDmFcfWxp7J02xUpZiYyNOK4Wprr+RptipjZ1yYeXbqYlVUN9z9qPnP7z5g+voHzFkvONFc+vJjJphyu/v3R4y93rH/3tpdOzSjvp28ZvGoydcVVPJ1zZ9j1XgJxhiSRH9mAUmiP1prpCSJfumNmeeP3ph5/mitkZKn+aM3eZo/WpOn+aV1HqPFzMuDogd93HrrrWbz5s3m0ksvTTTavqHhCZV7YRXfz3fHL9k9etnCwNhT9Z6q+VZ3zUv0HC4qhgBJYjFcbeyVJNFGVYqLCTOvOLY29oyZZ6MqxcSEmVcMV1t7JU+zVZn84yJPy5+pzT2Sp9msjn2xYebZp4mVEaU18+IGMTxyyGzePlq5t3N8ia6MvoMjhybdsmrxvFoF3/quwOQ7hoM2SpsbJImloW76g0gSmy5BqQGQJJaKu+kPw8xrugSlBYCZVxpqKx5EnmaFDKUEQZ5WCmZrHkKeZo0UTgSCmeeETM0PMg8zb6pRPLqrv66Kr2b47dt/cNIti3XQRljBt36JefYaDtooYnaQJBZB1c4+SRLt1KWoqEgSiyJrZ7+YeXbqUkRUmHlFULW3T/I0e7XJOzLytLyJ2t0feZrd+tgWHWaebYpYGk+RZl7ckJ96eiB2me7efZMP2pg9q9WcHhh8tQo+HdAxb84sS0m6ERZJohs65RElSWIeFN3pgyTRHa3yiBQzLw+KbvSBmeeGTnlFSZ6WF0n7+yFPs1+jPCMkT8uTZvX7wsyrvsa5jLBsMy8u6N19Q2Zz5ATdh0eX6m6b4qANVe3VTL4l5rlru8ySBRy0kXQykCQmJeX+dSSJ7muYZgQkiWlouX8tZp77GiYdAWZeUlLVuI48rRo6JhkFeVoSStW5hjytOlqWMRLMvDIoV+AZNph5cRj37R82D22v7b8XNfoen+KgDe27F1TwyeRby0EbU01NksQKvGgTDoEkMSGoilxGklgRIRMOAzMvIagKXIaZVwERUwyBPC0FLMcvJU9zXMCU4ZOnpQTm+eWYeZ5PgKTDt9XMi4v/0CFjNm3rGVumG5p8j+yMP2hjtQ7aGK3gk8mnk3V9bySJ/swAkkR/tNZISRL90hszzx+9MfP80VojJU/zR2/yNH+0Jk/zS+s8RouZlwdFD/pwycybSo5HoyfoRv477qCNrvlzxir4dKLuSas7TWtriwdK14ZIkuiN1IYk0R+tSRL90lqjxczzR3PMPH+0Jk/zS2vyNL/05o+ufumddbSYeVkJenJ/Fcy8OKm2PD0wcR++0T354g7amNPWamTshafpPuuITrOwva2SMwAzr5Kyxg6KJNEfrTHz/NIaM88vvTHz/NKbPM0fvcnT/NGaPM0vrfMYLWZeHhQ96KOqZl6cdDLyHtzWO+k03W09g7FKP+fIxcEhG1qqe/KaxWbpwnbnZwRJovMSJh4ASWJiVJW4kL/4VkLGxIOgMi8xKucvxMxzXsJUAyBPS4XL6YvJ05yWL3Xw5GmpkXl9A2ae1/InH7xPZl4clcEDB80DW2XwjZp8o8t0H9+9LxaiDtoI9+GT2XfkkvnJYVtwJUmiBSKUFAJJYkmgLXkMSaIlQpQUBmZeSaAteAxmngUilBgCeVqJsJv8KPK0JgtQ8uPJ00oG7vjjMPMcF7Cs8H0386bifP+WHvNwdC++0WW6IzqFo64d0TVvrILvlLVdZsPyRWXJl/o5JImpkTl7A0mis9I1FDhJYkPYnL0JM89Z6VIHjpmXGpnTN5CnOS1fquDJ01Lhcv5i8jTnJSx1AJh5peJ292GYecm1e2xXv3lo++RlugMHDk7qZMkCHbSxJPg6dV2XOWFVh5k9qzX5wwq6kiSxILAWdkuSaKEoBYZEklggXAu7xsyzUJSCQsLMKwispd2Sp1kqTAFhkacVANXiLsnTLBbHwtAw8ywUxcaQMPOyqbKte9BsGtuHr3esmu/pfQcmddze1hocshEctrFuiTlhdYfpmDs7WwAp7yZJTAnM4ctJEh0Wr4HQSRIbgObwLZh5DouXMnTMvJTAHL+cPM1xAVOET56WAlYFLiVPq4CIJQ4BM69E2C4/CjMvf/W6Bw6Y+7f2TDpoY/sUB22ccmTXqMnXZU5c3WmWd8zNP6jRHkkSC0NrXcckidZJUmhAJImF4rWuc8w86yQpLCDMvMLQWtkxeZqVshQSFHlaIVit7ZQ8zVpprAwMM89KWewLCjOvHE32D4+YjVt6zObwoI3RPfie2BN/0MaGFYtqFXzrl5hnHdFp1h22IJdASRJzwehEJySJTsiUW5AkibmhdKIjzDwnZMolSMy8XDA60wl5mjNSZQ6UPC0zQqc6IE9zSq6mB4uZ13QJ3AgAM6+5OmmJ7oNjy3T7zMM7a3vyxZyzYdYsmV87aGNdlzl5zWJz3MqO1MGTJKZG5uwNJInOStdQ4CSJDWFz9ibMPGelSx04Zl5qZE7fQJ7mtHypgidPS4XL+YvJ05yXsNQBYOaVitvdh2Hm2afd47v3mQe2TV6mOzjFQRunr6/twfecIxebE1Z1Gu3NF9duu2+refCpPWZJx3zzsuNWGJ3CS6suAZLE6mobNzKSRL/0xszzR2/MPH+01kgx8/zRmzzNH601UvI0v/TOOlrMvKwEPbkfM88NoXf0DpmNW7on7cOn/fnq29zZs2oVfOu7jPbjk8H3xzf/xNx1//axS2X4fentzzcnH7HYDQBEmZoASWJqZE7fQJLotHypg8fMS43M2Rsw85yVrqHAMfMawubkTeRpTsrWcNDkaQ2j8/JGzDwvZU8/aMy89MxsuaN3cDgw+B7a3mce2dFX249vZ7/ZMcVBG/Vxv/l5a81fnHOiLcMhjpwJkCTmDNTy7kgSLRco5/Aw83IGanF3mHkWi1NAaJh5BUC1tEvyNEuFKSgs8rSCwFa0W8y8igqb97Aw8/Im2tz+hkcOBQbfg1tl7PUFlXz3PdVtdvYOxQZ27MrRgzbWLQkq+I5ams9BG82lwNNFgCTRr3lAkuiX3ph5/uiNmeeP1hopZp4/epOn+aO1Rkqe5pfeWUeLmZeVoCf3Y+ZVX+gf/+Jpc84n70k80CN10MZ6HbSxxJy4utOcsCr9QRuJH8aFhREgSSwMrZUdkyRaKUthQWHmFYbWuo4x86yTpNCAMPMKxWtV5+RpVslReDDkaYUjrtQDMPMqJWdxg8HMK46tTT2f95nvm7sf2jkhpE/+zimmrbXFbN5eq+ALvnb2mbiDNg5b2B6coiuT71mrddBGh5k3Z5ZNQySWOgIkiX5NCZJEv/TGzPNHb8w8f7TWSDHz/NGbPM0frTVS8jS/9M46Wsy8rAQ9uR8zzxOhjTE3//BJ8+CWPWbJovnm5cetMEcvXzhp8Lv6hsz9W3rMg9t7Jxy2EXfQxjwdtDFawXfyGlXwdZolC+b4A9TykZIkWi5QzuGRJOYM1PLuMPMsFyjH8DDzcoTpQFeYeQ6IlFOI5Gk5gXSkG/I0R4SyJEzMPEuEsD0MzDzbFco3vkaSxP79w4HB98DWngkGn07YjWunrq1V8D1njSr4Os3qrnn5DoLeEhEgSUyEqTIXkSRWRspEA8HMS4SpEhdh5lVCxsSDaCRPS9w5F1pFgDzNKjkKD4Y8rXDElXoAZl6l5CxuMJh5xbG1see8ksRDh3TQRk/wFV2i+4s9+2KHfdzKDnP6+iXmlCNrBt8zl02uCrSRl8sxkSS6rF762EkS0zNz+Q7MPJfVSxc7Zl46Xq5fnVee5joHH+InT/NB5fExkqf5pXfW0WLmZSXoyf2YeZ4IPTrMopPER3b2BQbfQ3XLdOMorz1svjlt3RKjSj4ZfCes7jCtLS1+CVLgaEkSC4RrYdckiRaKUmBImHkFwrWsa8w8ywQpOJyi87SCw6f7FATI01LAqsCl5GkVELHEIWDmlQjb5Udh5rmsXvrYm5Ekbnl6IDD4Nm0L9+Gr/Ts0PDJpAIfroI31S8xp60YNvlUdZkF7W/qBcochSfRrEpAk+qU3Zp4/emPm+aO1RtqMPM0vwvaMljzNHi3KiIQ8rQzK1XkGZl51tCx0JJh5heK1rnNbksS9+/abjU/1mPuj+/Dt7DM9AwcmMZs/Z1ZQwSeT78RVneb41R1m6cJ269jaFhBJom2KFBsPSWKxfG3rHTPPNkWKiwczrzi2NvZsS55mI5uqxUSeVjVFpx8PeZpfemcdLWZeVoKe3I+Z54nQo8O0OUkcPHBwbB++zTvGT9PdOcVBGzL49HXSETpJt8McuWS+X2LOMFqSRL+mA0miX3pj5vmjN2aeP1prpDbnaX4pUfxoydOKZ2zTE8jTbFLD/lgw8+zXyIoIMfOskKG0IFxMEnWSrpbpPhjsw1cz+Z7cOxDL7PhVHeb0dUvMs45YHOzBt2H5otLY2vYgkkTbFCk2HpLEYvna1jtmnm2KFBcPZl5xbG3s2cU8zUaOLsREnuaCSvnFSJ6WH0sfesLM80HlHMaImZcDRIe6qEqS+Niu/sDgeyCyTFeHb8S1dYctMKet7zLPXqN9+DqCr9mzWh1SrbFQSRIb4+bqXSSJrirXWNyYeY1xc/EuzDwXVWs85qrkaY0T8OdO8jR/tNZIydP80jvraDHzshL05H7MPE+EHh1mlZPEbd2Do8t0u83DO/uCCj597Y85aGPpovaggu85R3YFFXwy+Drmzq7UZCBJrJScMw6GJHFGRJW6ADOvUnJOOxjMPH+01kirnKf5peTMoyVPm5lRla4gT6uSmsWPBTOveMaVeAJmXiVkTDwI35LE7oEDYwbf5u19prYXX7/pHZx80IZOzdUefM9dO17Bt7xjbmK2tl1IkmibIsXGQ5JYLF/besfMs02R4uLBzCuOrY09+5an2ahBWTGRp5VF2o7nkKfZoYMrUWDmuaJUk+PEzGuyACU/niTRBJV6WqK7cUu3eXBbbQ++zTv6zK6+oVg1dIruqWuXjFXwadmuC40k0QWV8ouRJDE/li70hJnngkr5xIiZlw9HV3ohT3NFqexxkqdlZ+hSD+RpLqnV/Fgx85qvgRMRYOY5IVNuQZIkTo1y07bewOB7YEvP2DLdqQ7a0LJcmXwnrKqdpHvcyo7cNMqrI5LEvEi60Q9Johs65RUlZl5eJO3vBzPPfo3yjJA8LU+advdFnma3PnlHR56WN9Fq94eZV219cxsdZl5uKJ3oiCQxnUyP794XGHw6UVfVe6rim+qgjfWHLwiW6Z50RM3gk9HX3ta8gzZIEtNp7frVJImuK5gufsy8dLxcvhozz2X10sdOnpaemat3kKe5qlxjcZOnNcbN17sw83xVPuW4MfNSAnP8cpLE7ALu6B0aM/jCZbrBQRsHRyZ1vqyjdtDGs45YPGbwLZ5fzkEbJInZtXapB5JEl9TKHitmXnaGrvSAmeeKUvnESZ6WD0cXeiFPc0Gl/GIkT8uPpQ89YeZFVNabZWtrq2lpaZmkfW9vrzlw4IBZsmSJD/Ni0hgx8/ySnSSxGL17B4fHDL4HtvWMnaSrn9e3hTpoY/0S8+w14wbfys78D9ogSSxGa1t7JUm0VZli4sLMK4arjb1i5tmoSnExkacVx9a2nsnTbFOk2HjI04rlW7XeMfNGFR0YGDDnnXeeOffcc83ZZ589prNeUO9973vNpk2bgp+tWLHCXHvttWbp0qVVmwvTjgczzyu5DUlieXoPjxwaM/h04Iaq9/QVd9CG/s6gCr7nHBmepNtpjlqa7aANksTytLbhSSSJNqhQXgyYeeWxbvaTMPOarUC5zydPK5d3M59GntZM+uU/mzytfOYuPxEzzxhzzTXXmDvvvDPQ8ZJLLplg5t10001GRtYNN9xg5s+fH/x+zZo15sorr3RZ99SxY+alRub0DSSJzZfvoe29wR58Mvj03zL4nnp6IDawE1d3mueuHTf4tBdf0kaSmJRUNa4jSayGjklHgZmXlJT712Hmua9hmhGQp6Wh5fa15Glu65c2evK0tMT8vh4zzxijZFdJ0EUXXWQuuOCCCWbem970JnPGGWcEv1O7/fbbg8o8mX9xy3GrOp0w86qqbPy4SBLt1PsXe/eNGXybttZO0310Z39ssKrYO3WtTtKtHbKhf+fNmTXh2tvu22q+9rNtZm//oNmwcrH5vReuM6sWz7Nz8ESVCwGSxFwwOtMJZp4zUmUOFDMvM0KnOiBPc0quTMFi5mXC59zN5GnOSdbUgDHzIvjPOeccc/75508w884880xz6aWXGv2rtnHjxuD7m2++2XR2djZVvDIfjplXJu3mP8aKdjUAACAASURBVIsksfkaJI1Ay3HDCr77ZfCNLtM9EHPQxvKOueb09TWDb9/+g+Zj/7V5wmOOXr7Q3PXulyR9NNc5SIAk0UHRMoSMmZcBnmO3YuY5JljGcMnTMgJ06HbMPIfEyiFU8rQcIHrUBWbeNGbeoUOHzCtf+Upz+eWXm5e+9KXBlQ8//LC5+OKLzWc/+1mzatUqMzw8eeP6Ks6f2267zTzyyCPBMmNa9Qn09/ebefPmBQfC0NwjIKNOxl5g8m2tLdF9ZGe/6Rua+f3qY2882bzmxBXuDZqIExHQB369rmfPLue05ERBcVFhBHR416JFiwrrn47tIaBD2kZGRkx7e7s9QRFJYQTI0wpDa13Hel1rb/cFC7LtkWzdwAgoloBveVpbWxszIQMBzLxpzDz9ShV57373u82rXvWq4Mr6yjz9ZUxNS25l/tW3Zv280TkxVbx33XWXefTRR83b3va2CV03a3y2PbdR3mnvK2vcShyiRl5Zz036+knLrdHrmzXuRuOd7j69PT2wvc9s0te2fnP7/TtM90C8udfa0mJOWdNhTli5yBy3YoE5dvlCc9Th84sIiz5LJqDXtua1T9tElIzYqsepokOJsvKTZr2f5f3c+v7C723/eTgx8uYR9iuN9TVr1qxc81HbuU6lf9G8y+6/XocwT7Ndn7I52ZZH5vU/hPq8PK9+6cc+Ar7laR0dyff5tk+t5keEmRfRIG6ZrfbMU1XehRdeGFzJnnmXNn/WEkHhBFi+UTjipj/gqtseMDfe/eikOJYtmmt29A7GxnfS6k7z7DWLx/fhW91hZPzR3CHA8g13tMojUpbZ5kHRjT5YZuuGTnlFSZ6WF0n7+2GZrf0a5RkheVqeNKvfF2aeMUZvknLB3/CGN5i3vOUt5qyzzhpbgnTjjTcaLTHVvzrN9p3vfCen2Vb/deH9CEkSqz8FtnYPmt/9zPfNg9t7xwZ7/gvXmz/9tePNlqcHglN0a1/dwTLdx3bFH7TxjKULzHOOnHiS7oJ2SuZtnUEkibYqU0xcmHnFcLWxV8w8G1UpLibytOLY2tYzZp5tihQbD3lasXyr1jtmnjHmsssuMz/96U8naCvzbv369aavr8+85z3vMZs31zaKX7ZsmfnoRz8a/OtT4wAMn9Q2hiTRH72/98gus6u7zxx7xOHmmcsWTjnwvf37zcat4wbfQ9tre/ENH5y8vcCKzrnmuVGDb3WHOXwh+zjZMKtIEm1QobwYMPPKY93sJ2HmNVuBcp9PnlYu72Y+DTOvmfTLfzZ5WvnMXX4iZl5C9bq7u83+/fvN0qVLE95Rrcsw86ql50yjIUmciVB1fp8lSRw8cHCsek9VfJu21Qy+/piDNjrmzjanrusyx6/qMCes6gyW6h65hH34yp5JJIllE2/u8zDzmsu/zKdj5pVJu/nPIk9rvgZlRZAlTysrRp6THwHytPxY+tATZp4PKucwRsy8HCA61AVJokNiZQy1iCQxOEV3dInuA1t7AoNvd//+SZHOam0xp61bYk5c1WGOX10z+DYs5+TNjJJOeztJYpF07esbM88+TYqKCDOvKLJ29kueZqcuRURVRJ5WRJz0mQ8B8rR8OPrSC2aeL0pnHCdmXkaAjt1OkuiYYBnCLStJ1J57ocGnf2XwaW++uPasIzrNiYG5VzP49DV7VmuGUXJrSIAk0a+5gJnnj96Yef5orZGSp/mjd1l5mj9E7R4peZrd+tgWHWaebYpYGg9mnqXCFBQWSWJBYC3stplJ4rbuwTGDT9V8OoxjqoM2tJ+fTtM9YbSCTwaflu7S0hEgSUzHy/WrMfNcVzB5/Jh5yVlV4UrytCqomGwMzczTkkXIVXkSIE/Lk2b1+8LMq77GuYwQMy8XjM50QpLojFSZA7UtSeweODDB4AuX6Q6PTD5oY2XnXHPymsUTKviWd8zNzKTKHZAkVlndyWPDzPNHb8w8f7TWSMnT/NHbtjzNH/LNGSl5WnO4u/pUzDxXlSs5bsy8koE3+XEkiU0WoMTHu5Ak7h8embBEV1V8D++MP2ijc95s82wZfJEKvnWHLSiRqN2PIkm0W5+8o8PMy5uovf1h5tmrTRGRkacVQdXOPl3I0+wk52ZU5Glu6tasqDHzmkXesedi5jkmWMZwSRIzAnTodpeTRJ2eu3FLtwkP3Hhoe6/ZE3PQRtusFnPKkV0TKviOW9nhkEr5hUqSmB9LF3rCzHNBpXxixMzLh6MrvZCnuaJU9jhdztOyj96/HsjT/NM8y4gx87LQ8+hezDyPxGb5hldiVy1JfHz3vgkG36ZtPWZr92CsprU9+HTARnjQRqdpb6v2QRskiV69vA1mnj96Y+b5o7VGipnnj95Vy9P8Ua6xkZKnNcbN17sw83xVPuW4MfNSAnP8cpJExwVMEb4PSeKO3qEJBp8q+X6+uz+Wkg7aqJ2gO27wLZ5fnYM2SBJTvDgqcClmXgVETDgEzLyEoCpyGXlaRYRMMAwf8rQEGLy5hDzNG6lzGShmXi4Yq98JZl71NY6OkCTRH719TRJ7B4cnGHxarrt5R585GHPQxqrF88yJkT34ZPTp8A0XG0mii6o1HjNmXuPsXLsTM881xbLFS56WjZ9Ld/uap7mkUZ6xkqflSbP6fWHmVV/jXEaImZcLRmc6IUl0RqrMgZIkjiPUibnRPfj03w9u6zX79h+cxHnxvNnmpCNUvTdewXfUUvsP2iBJzPyScaoDzDyn5MoULGZeJnzO3Uye5pxkDQdMntYwOidvJE9zUramBY2Z1zT0bj0YM88tvbJGS5KYlaA795MkzqyVDtYID9mQwffA1l6zd9/+STfOntVqTl4z0eDTkl2bGkmiTWoUHwtmXvGMbXkCZp4tSpQTB3laOZxteAp5mg0qlBcDeVp5rKvwJMy8KqhYwhgw80qAbNEjSBItEqPgUEgSGwP8i737Jhh8G7f0mG1THLRRvwefvp83Z1ZjD854F0liRoCO3Y6Z55hgGcLFzMsAz8FbydMcFK3BkMnTGgTn6G3kaY4K16SwMfOaBN61x2LmuaZYtnhJErPxc+luksT81NrVNxQx+HqCJbuP7Yo/aENLcqNLdGXwLVkwJ79gpuiJJLFwxFY9ADPPKjkKDQYzr1C81nVOnmadJIUFRJ5WGForOyZPs1IWa4PCzLNWGrsCw8yzS4+ioyFJLJqwPf2TJBarRf/+4UkVfNqHL+6gDR2qMW7w1U7UXd01L9cASRJzxWl9Z5h51kuUW4CYebmhdKIj8jQnZMolSPK0XDA60wl5mjNSWREoZp4VMtgfBGae/RrlGSFJYp407e6LJLF8fUYOHZpk8D2wtSf+oI35sycZfM9ctrDhoEkSG0bn5I2YeU7K1lDQmHkNYXP2JvI0Z6VLHTh5WmpkTt9Anua0fKUHj5lXOnI3H4iZ56ZujUZNktgoOffuI0m0R7NHdvaZjU/1mI1ba0t0tQ/f3v7JB23MaWs1J46dolur4DthdYdpbWmZcTAkiTMiqtQFmHmVknPawWDm+aO1Rkqe5o/e5Gn+aK2Rkqf5pXfW0WLmZSXoyf2YeZ4IPTpMkkR/9CZJtFvrLU8PBKZe7atm8Olnce24lTL2wi+dqtthFrS3BZfqRN4P377J/ODne8ycWa3mV45dZv7idSeZ9rZWuwEQXSYCmHmZ8Dl1M2aeU3JlDpY8LTNCZzogT3NGqlwCxczLBaM3nWDmeSN1toFi5mXj59rdJImuKdZ4vCSJjbNr1p2q1ptg8G3tMY/s6IsNZ91hOmijw/zoib1ma91pu799+pHmL19/UrOGwXNLIICZVwJkSx6BmWeJECWFQZ5WEmgLHkOeZoEIJYaAmVci7Ao8CjOvAiKWMQTMvDIo2/MMkkR7tCg6EpLEogmX0//ggYOTKvju39JjtD/fVE1Vea88YYVZtqjdLF3UbpYtmmuWdejf2vdd84s/XbccOv4+BTPPH+0x8/zRWiMlT/NHb/I0f7TWSDHz/NI762gx87IS9OR+zDxPhB4dJkmiP3qTJFZbaxl63310t7nylvtTD3T2rNbA2AvMvY654/8dMf5qJmB7ov36UgfADZkJYOZlRuhMB5h5zkiVS6DkablgdKIT8jQnZMotSMy83FB60RFmnhcyZx8kZl52hi71QJLoklrZYiVJzMbPlbtf9pH/NjpgI9qed9Rh5jdPPcLs6B0Kvnbq357Bsf/uGxpOPLzDF4am32iFX2gC1hl/82bPStwnF2YngJmXnaErPWDmuaJUPnGSp+XD0YVeyNNcUCm/GDHz8mPpQ0+YeT6onMMYMfNygOhQFySJDomVMVSSxIwAHbn9nod3BdV5m7b1BhG/6JmHm6t/41lm1eJ5U46gf2h43OQLDL/BUcMv8t+9Q2ZPzIm7U3W6aG5bbTlvUO1XMwDHvh/9b/188bzZjpC1O0zMPLv1yTM6zLw8adrfF3ma/RrlFSF5Wl4k3egHM88NnWyJEjPPFiUsjwMzz3KBcg6PJDFnoBZ3R5JosTgFhLZtT49pn91muhbNz6334YOHAqNvrMJvtLpvvOJvvNrv4MjUe/hFA5rTpiW+kaW9EeMvXNobLv9tyW0k1esIM696mk41Isw8f7TWSMnT/NGbPM0frTVSzDy/9M46Wsy8rAQ9uR8zzxOhR4dJkuiP3iSJ/mhtQ5K4q290SW9PrbpvwhJffd9TW+47cOBgYmHGzb3aAR7R78P/1r9zPVzii5mXeBo5fyFmnvMSphoAeVoqXE5fTJ7mtHypg8fMS43M6xsw87yWP/ngMfOSs6rClSSJVVAx2RhIEpNxqspVriSJvYNa4lsz92qG3+gS39F9/YL9/XqHTPfAgcTSdM6bPdHoG6v2kwE4XgXYUaElvph5iaeH8xdi5jkvYaoBkKelwuX0xeRpTsuXOnhX8rTUA+OGQghg5hWCtXqdYuZVT9PpRkSS6I/eJIn+aK2RVi1JHBoeGTP9agbfaLXfaIVf+L1+l7Spgi9Ywjt6iIeW+47v7zdu/On3tjfMPNsVyi8+zLz8WLrQE3maCyrlEyN5Wj4cXemlanmaK9xdjRMzz1XlSo4bM69k4E1+HElikwUo8fEkiSXCtuBRviaJ2qlvZ91efjq5N6zwi5p++4dHEinV0mKCff0m7OGnCr/Rir/az2sVf9oDsBkNM68Z1JvzTMy85nBv1lPJ05pFvvznkqeVz7yZT/Q1T2smc5efjZnnsnolxo6ZVyJsCx5FkmiBCCWFQJJYEmhLHkOSOLMQT+87MFbhF5h99Qd6jH7fNzQ8c2ejVyyeP3u02i9yqMeo8RetANRpv3m2n2/ZadatWppnl/RlKQHMPEuFKSgs8rSCwFrYLXmahaIUGBJ5WoFwK9g1Zl4FRS1iSJh5RVC1t0+SRHu1yTsyksS8idrdH0lifvoM7D84tp/fpL39Igd87Onfn/ih8+bUlvhGK/7GKvwih3scvnD6Jb5//bUHzWfueczs23/QLJjTZn7vRevMH71yQ+I4uNA9Aph57mmWJWLytCz03LqXPM0tvbJGS56WlaBf92Pm+aV3w6PFzGsYnZM3kiQ6KVtDQZMkNoTN2ZtIEsuX7uDIoQmmX/3eftHDPXRtktba0hJZzhut9msPDg352Dc2T+rms+efbl5yDFV6Sfi6eA1mnouqNR4zeVrj7Fy7kzzNNcWyxUuelo2fb3dj5vmmeIPjxcxrEJyjt5EkOipcA2GTJDYAzeFbSBLtFk9VfBNP8a0t863f209VgWnbi49eai745fXmhFWd5rCFc9LezvWWE8DMs1ygnMMjT8sZqMXdkadZLE4BoZGnFQC1wl1i5lVY3DyHhpmXJ037+yJJtF+jvCIkScyLpBv9kCS6odNMUWq/vtrS3ojRN7qX34+eeNo8vrt/2i5WdM4NTL0TVnWMfnWaI7rmzfRYfm8xAcw8i8UpIDTytAKgWtoleZqlwhQUFnlaQWAr2i1mXkWFzXtYmHl5E7W7P5JEu/XJMzqSxDxp2t8XSaL9GmWN8N7H9pjfuuG7k7p5yYalZnv3oNm0rTf2EYvnzTYnrO40x0cMvqOXLcwaDveXRAAzryTQljyGPM0SIUoIgzytBMgWPYI8zSIxHAgFM88BkWwIETPPBhXKi4EksTzWzX4SSWKzFSj3+SSJ5fJu1tM++52fm89/73GztXvArOycZ978vLXmLS9YF4QzcuiQ2fhUj9m4pdv8bEvt341besz+4ZFJ4ba3tY5V8NVMvlo136zWlmYNjedOQQAzz6+pQZ7mj97kaf5orZGSp/mld9bRYuZlJejJ/Zh5ngg9OkySRH/0Jkn0R2uSRL+01mj37t1rurq6Eg384R195mcy9kaNPhl83QMHYu89bmW4PLfDHD9q8C1sb0v0HC4qhgBmXjFcbe2VPM1WZfKPizwtf6Y294iZZ7M69sWGmWefJlZGhJlnpSyFBUWSWBha6zomSbROkkIDIkksFK91nacx8+KCf3LvwFjlXlDB91SP2dYzGDvOdYcvmLAHnyr4Dl/Ybh2TqgaEmVdVZePHRZ7mj97kaf5orZGSp/mld9bRYuZlJejJ/Zh5ngg9OkySRH/0Jkn0R2uSRL+01mizmnlxxHb37zcbn6otzQ2X6D62K/7AjeUdOmhjfHmu/nvNkvn+CVHCiDHzSoBs0SPI0ywSo+BQyNMKBmxZ95h5lglieTiYeZYLZEt4mHm2KFFOHCSJ5XC24SkkiTaoUF4MJInlsbbhSUWYeXHj2rf/4HgF36jRd//WnlgEnfNmjx6yMX6a7jHLF9mAy+kYMPOcli918ORpqZE5ewN5mrPSNRQ4eVpD2Ly9CTPPW+nTDRwzLx0v168mSXRdweTxkyQmZ1WFK0kSq6Bi8jGUZebFRXTokJmwRDc4bOOpbjMUc9DGnFk6aKPDHL963ODTYRttHLSRWGzMvMSoKnEheVolZEw0CPK0RJgqcxF5WmWkLGUgmHmlYHb/IZh57muYZgQkiWlouX0tSaLb+qWNniQxLTG3r2+mmTcVuUd29gV77wWHbYwu1X16X/xBG8euWDTpNN1FczloI44tZp7br9W00ZOnpSXm7vXkae5q10jk5GmNUPP3Hsw8f7VPNXLMvFS4nL+YJNF5CRMPgCQxMapKXEiSWAkZEw/CRjMvLvgtT+ugjVGDb/Q03a3d8QdtrD1s/pjBF+7Ht3QRB21g5iV+WVTiQvK0SsiYaBDkaYkwVeYi8rTKSFnKQDDzSsHs/kMw89zXMM0ISBLT0HL7WpJEt/VLGz1JYlpibl/vipkXR3mPDtqIHLKhwzYe3Rl/0MayRe3mhLElurWlukd6dtAGZp7br9W00ZOnpSXm7vXkae5q10jk5GmNUPP3Hsw8f7VPNXLMvFS4nL+YJNF5CRMPgCQxMapKXEiSWAkZEw/CZTMvbpADB3TQRm3vvajRF3etluNq373oabobVlT3oA3MvMQvi0pcSJ5WCRkTDYI8LRGmylxEnlYZKUsZCGZeKZjdfwhmnvsaphkBSWIaWm5fS5Lotn5poydJTEvM7eurZuZNpcaECr6nuo0O2xg8cHDS5bNntY6epNsxYamufu56w8xzXcF08ZOnpePl8tXkaS6rlz528rT0zHy+AzPPZ/VTjB0zLwWsClxKklgBERMOgSQxIaiKXEaSWBEhEw7DFzMvDoeW5GppbnQvvr379seS27B80ajJ12lOWC2jr8N0zJ2dkLIdl2Hm2aFDWVGQp5VFuvnPIU9rvgZlRkCeViZt95+Fmee+hqWMADOvFMzWPIQk0RopCg+EJLFwxFY9gCTRKjkKD8ZnMy8Org7VCAy+yGm6OnwjrmnPvXCJ7vGragbf8o65hWvW6AMw8xol5+Z95Glu6tZI1ORpjVBz9x7yNHe1a0bkmHnNoO7gMzHzHBQtQ8gkiRngOXYrSaJjgmUMlyQxI0DHbsfMm1kwVevdH5yk2zNm9D2ysy/2Rp2aG92DT3vy6XRdGxpmng0qlBcDeVp5rJv9JPK0ZitQ7vPJ08rl7frTMPNcV7Ck+DHzSgJtyWNIEi0RooQwSBJLgGzRI0gSLRKjhFAw8xqDrP32avvwjRp8o4duHIrpbmG7DtqI7MG3utMc24SDNjDzGtPa1bvI01xVLn3c5Gnpmbl8B3may+qVHztmXvnMnXwiZp6TsjUcNEliw+icu5Ek0TnJMgVMkpgJn3M3Y+blK9n9W0cNvshpuvv2Tz5oo621xRw/dpLuuNE3p624gzYw8/LV2vbeyNNsVyi/+MjT8mPpQk/kaS6oZE+MmHn2aGF1JJh5VsuTe3AkibkjtbZDkkRrpSkkMJLEQrBa2ylmXvHSPLZLB21MrODb3R9/0MYxyxdGTL7OoKKvc14+B21g5hWvtU1PIE+zSY1iYyFPK5avbb2Tp9mmiN3xYObNoM9dd91lrr766klX3XLLLaa9vd1udXOMDjMvR5gOdEWS6IBIOYVIkpgTSEe6IUl0RKicwsTMywlkym62BQdtjBt8P9vSbZ7aG3/Qxpqu2kEbxwen6NYMvhUNHLSBmZdSJMcvJ09zXMAU4ZOnpYBVgUvJ0yogYolDwMybAfadd95prr32WnP99ddPuHLt2rWmpaWlRKma+yjMvObyL/vpJIllE2/e80gSm8e+GU8mSWwG9eY9EzOveezrn/z0wAFzv07SDfbf04Eb3ebhHfEHbRy+MDxoY9zgW3f4gikHoz3+vvfwDrN/+KA5ee3hVp+6a48ibkdCnua2fmmiJ09LQ8v9a8nT3NewzBFg5iUw86677jojM8vnhpnnl/okif7oTZLoj9YaKUmiX3pj5tmt99DwSHCC7thpuqN78Y0cmnzUxoKxgzbGDb7jVnaYbz+8y7zjCz8yPQMHxgZ75TknmnOft9buwRNdJgLkaZnwOXUzeZpTcmUOljwtM0KvOsDMS2DmXXPNNea0004zc+bMMaeeeqo588wzTVtbm1cTBTPPK7kNSaI/epMk+qM1Zp5fWmu0mHluav5AeNBGZKlu/9DwpMG0trSY+XNmmb663y2eP9v8+E9f6ebgiToRAfK0RJgqcRF5WiVkTDwIzLzEqLjQGIOZN8M0uO+++8wdd9xhOjs7zZYtW8w999xjXvKSl5grrrgiuLO3t9eLiaTlxo8++qh5+9vf7sV4fR+kEofW1lavlpL7qvmhQ4fMyMiImTVrlq8IvBq3XtvaIkKvb1r1CQwPD3v3x8eqqvrEngHzwPY+s2lb39i/u/vHq/Hqx/2yDYebZx/RYY5bsdAcu3yh6Zzn1x+hqzoPwnGRp1Vd4fHxkaf5o7VG6luetmjRIr8Eznm0mHkpgd58883mhhtuMLfffnuQICtR9qHddttt5pFHHjGXXHKJD8P1foz9/f1m3rx5fOD3YCbIyBsYGDALFky9H5MHGLwZ4uDgYGDczp6dzwma3oBzdKD6gyOJsqPiJQh7e8+Q+fUbvmd04MZMbfXieeb4lYvM8as6zAkrO8zxqxY1dNDGTM/h9+UQIE8rh7MNTyFPs0GF8mLwLU/zbbVj3jMJMy8l0bvvvttceeWV5qtf/aqZO3duyrvdvZxltu5q10jkLN9ohJqb97B8w03dGo2a5RuNknPzPpbZuqlbmqg/+vWHzHVf3zzhll9af5h5xfHLxk7UfWh7/EEbhy2YUztBNzhJt7YX3/ppDtpIExfXFkuAPK1Yvjb1Tp5mkxrFx0KeVjzjKj0BM28GNT//+c+bDRs2mBNPPNF0d3eb97///UFF3k033VSleTDjWDDzZkRUqQtIEisl57SDIUn0R2uNlCTRL70x8/zQ+3Pffdx8e7NOsx0xp6xdYt71sqMnDHz/QR200WPu1wEbW3vMz57qCQ7eODgy+aAN7cEXGHyBuVcz+FTNR7OLAHmaXXoUGQ15WpF07eubPM0+TWyOCDNvBnU+8pGPBHvmhW3FihXmqquuMmvWrLFZ19xjw8zLHanVHZIkWi1PrsGRJOaK0/rOSBKtlyjXADHzcsVpdWdDQ0PBXkvz589PHOembb2R03S7zcaneiYdpqHOWlrMJINPRt/c2ey1mhh2zheSp+UM1OLuyNMsFqeA0MjTCoBa4S4x8xKIq7XrO3fuNAsXLjRdXV0J7qjeJZh51dN0uhGRJPqjN0miP1prpCSJfumNmeeP3o2YeXF0Ht+9LzD4VMkX/ruzdygW5DOWLqxV760er+Trmj/HH+hNHCl5WhPhl/xo8rSSgTf5ceRpTRbAscdj5jkmWLPCxcxrFvnmPJcksTncm/FUksRmUG/eM0kSm8e+GU/GzGsG9eY8My8zLy76Hb1DZqOW6EYMvif27Isd6KrF88aW54ZLdfUzWr4EyNPy5Wlzb+RpNquTf2zkafkzrXKPmHlVVjfHsWHm5QjTga5IEh0QKacQSRJzAulINySJjgiVU5iYeTmBdKCbIs28uOH3Dh4YNffGK/ge3NYbS2pJcNCGTtDtNCeO7sV31NKFDlC1N0TyNHu1yTsy8rS8idrdH3ma3frYFh1mnm2KWBoPZp6lwhQUFkliQWAt7JYk0UJRCgyJJLFAuBZ2jZlnoSgFhVS2mRc3jAPhQRuRCr6fbekxwwdHJl0+b7YO2qgdsFE7Tbe2VJeWjAB5WjJOVbiKPK0KKiYfA3laclZcaQxmHrMgEQHMvESYKnMRSWJlpJxxICSJMyKq1AUkiZWSc8bBYObNiKgyF9hg5k0FUxV7wWm6o3vx/WxLt+kdHI69fMzgC42+VR1m3hwO2qiHRZ5WmZfujAMhT5sRUaUuIE+rlJyFDwYzr3DE1XgAZl41dEw6CpLEpKTcv44k0X0N04yAJDENLfevxcxzX8OkI7DZzIsbg/bci+7Bpz35tDdfXDtq6YLIabq1Cj4t3fW5kaf5oz55mj9aa6TkaX7pnXW0mHlZCXpyP2aeJ0KPDpMk0R+9SRL90Zok0S+tNVrMPH80d83Mi1NGQvWq8AAAIABJREFUp+ZOMPi29JjHd/fHiriyc/SgjcgS3dUeHbRBnubPa5s8zR+tydP80jqP0WLm5UHRgz4w8zwQOTJEkkR/9CZJ9EdrkkS/tMbM80vvKph5cYr1DQ7XGXzdZtMUB210zZ9jjh89YEN78OmwjWcsq+ZBG+Rp/ry+ydP80Zo8zS+t8xgtZl4eFD3oAzPPA5Ex8/wSeXS0JIl+yc7yDb/0pjLPH72raubFKTg8cmhs/72xSr6nesz+mIM25o4dtDF+yIaMvpYWt+cGZp7b+qWJnjwtDS33ryVPc1/DMkeAmVcmbYefhZnnsHgNhE6S2AA0R28hSXRUuAbDJklsEJyjt2HmOSpcA2H7ZOZNheeh7eFBGz1m4+hhG90DB2IvP35lx4RTdGXwzXfooA3ytAZeJI7eQp7mqHANhk2e1iA4T2/DzPNU+LTDxsxLS8zt60kS3dYvTfQkiWlouX8tSaL7GqYZAWZeGlpuX4uZF6/fL8YO2qgZfPdv6THbegZjL15/uA7aiFTwre40h1l60AZ5mtuv1zTRk6eloeX+teRp7mtY5ggw88qk7fCzMPMcFq+B0EkSG4Dm6C0kiY4K12DYJIkNgnP0Nsw8R4VrIGzMvOTQdvWFB22MV/D9fFf8QRsrOudGTtKtGX1HdM1L/rCCriRPKwishd2Sp1koSoEhkacVCLeCXWPmVVDUIoaEmVcEVXv7JEm0V5u8IyNJzJuo3f2RJNqtT97RYeblTdTe/jDzsmnTPxQetDFu8D2wtSe20855s2sGX3CSbs3gO7rkgzbI07Lp7dLd5GkuqZU9VvK07Ax96gEzzye1M4wVMy8DPAdvJUl0ULQGQyZJbBCco7eRJDoqXINhY+Y1CM7B2zDz8hftYHDQxri5Fx62MTQ8Mulh7W2tkyr4ZPa1FnTSBnla/nrb2iN5mq3KFBMXeVoxXKvaK2ZeVZXNeVyYeTkDtbw7kkTLBcoxPJLEHGE60BVJogMi5RgiZl6OMC3vCjOvPIE27+gb238vNPie3hd/0MZxOmgjqN4b34tvQXtb5mDJ0zIjdKYD8jRnpMolUPK0XDB60wlmnjdSZxsoZl42fq7dTZLommKNx0uS2Dg7F+8kSXRRtcZjxsxrnJ1rd2LmNVexJ/cOjJ2gG1bzbe2OP2hj3WEL6k7S7TCHL2xPNQDytFS4nL6YPM1p+VIHT56WGpnXN2DmeS1/8sFj5iVnVYUrSRKroGKyMZAkJuNUlatIEquiZLJxYOYl41SFqzDz7FNxd9/+MYMvrOB7bIqDNpZ36KCN6Em6HWZN1/zYQd38wyfNQ1v2mCWL5puXH7/CPLPk/frsI13tiMjTqq1v/ejI0/zSO+toMfOyEvTkfsw8T4QeHSZmnj96kyT6o7VGSpLol96Yef7ojZnnhtb79h+MGHzdRiafKvniWkdw0EbE4FvVYT506wPmvx/aOeHymy9+gTl1bZcbAIgyNQHytNTInL6BPM1p+UoPHjOvdORuPhAzz03dGo0aM69Rcu7dR5LonmZZIiZJzELPvXsx89zTrNGIMfMaJdf8+0YOhQdtTDxsY/DAwUTB/cqxy8zlrznOLF3UbnTSLq1aBMjTqqXnTKMhT5uJEL+PEsDMYz4kIoCZlwhTZS7CzKuMlDMOhCRxRkSVuoAksVJyzjgYzLwZEVXmAsy8ykg5NpCHd/RNOE33x7942vQNDU870DltrWbZovbA2Kt9zTXLFo5/H/3d7Fmt1YNWwRGRp1VQ1GmGRJ7ml95ZR4uZl5WgJ/dj5nki9OgwMfP80Zsk0R+tNVKSRL/0xszzR2/MvOpr/ZMnnzav/cQ9kwaqwzPa21rNzt4hs//gSGIQXfPnjJl+Ew3AdrNs0dza7xa2m8XzqfZLDLWAC8nTCoBqcZfkaRaLY2FomHkWimJjSJh5NqpSXEyYecWxta1nkkTbFCk2HpLEYvna1jtmnm2KFBcPZl5xbG3q+YLP/a/5+v3bx0JSJd6/vu355uQ1i4Of7d23PzD1xr76av+9I/qz3qHguqRNz5CpJ3Nv3PSbW1cBWPsd1X5JqSa/jjwtOasqXEmeVgUVyxsDZl55rJ1+Emae0/KlDh4zLzUyZ28gSXRWuoYCJ0lsCJuzN2HmOStd6sAx81Ijc/aGW3+61Tw4eprty45fPuWpt9MN8MDBkckm36jxVzP/BscMwaHh5NV+quKrGX61yr7gvyPLfGs/m0u1X4rZR56WAlYFLiVPq4CIJQ4BM69E2C4/CjPPZfXSx46Zl56Zq3eQJLqqXGNxkyQ2xs3VuzDzXFUufdyYeemZuXxHmXla98CBMWNvvMJv0Oysq/rb05+82k8VfNGlvdGKv3oTUJWBPjfyNL/UJ0/zS++so8XMy0rQk/sx8zwRenSYZSaJfpG1b7QkifZpUmREJIlF0rWvb8w8+zQpKiLMvKLI2tmvjXna8MihyBLfwYlLeydU/Q2ZpCf1ir6q/Wr798Uv7Q0P+9AegFVs5GlVVHXqMZGn+aV31tFi5mUl6Mn9mHmeCI2Z55fQxhiSRL8kJ0n0S2/MPH/0xszzR2uN1EYzL40CPYPj1X7h/n5jVX8R429X31DiblXtFxp7E6r+xpb5jh7qsah2YIgrjTzNFaXyiZM8LR+OvvSCmeeL0hnHiZmXEaBjt7ueJDqGu6nhkiQ2FX/pDydJLB15Ux+ImddU/KU+HDOvVNxNf5gvedpBVftFzL2Jxt/4Ul/9fN/+g4l16ZwX7u1Xt79fsN9fbZ8/GYJdC5pf7UeelljWSlxInlYJGUsbBGZeaajdfhBmntv6pY3elyQxLZcqXk+SWEVVpx4TSaJfemPm+aM3Zp4/Wmuk5GmT9e4bHDY7Jhh/tUM84ir+ks6WtlktwYEdUYMvrP6bWAU4t7BqP/K0pGpV4zrytGroWNYoMPPKIu34czDzHBcwZfgkiSmBOXw5SaLD4jUQOkliA9AcvgUzz2HxUoaOmZcSmOOXk6c1LuChQ6Zm8vWNn9gbVvyNmX+jpmD/0HDiB6nab9Iy34XjS3vDpb9LUlT7feeR3ebOjVvNnr5Bs2HlYvOWF6wzC9vbEsfEhe4RIE9zT7NmRoyZ10z6Dj0bM88hsXIIlSQxB4iOdIGZ54hQOYVJkpgTSEe6wcxzRKgcwsTMywGiQ12Qp5Ujlsy8wOjri1T46fvRrx29Wuq73+zsHTQyCZO0ttaWUdNvigM9Rvf4u39rj3nbP/5wQpfPXrPY/OfvvzDJY7jGUQLkaY4K16SwMfOaBN61x2LmuaZYtnhJErPxc+luzDyX1MoeK0lidoYu9YCZ55Ja2WLFzMvGz7W7ydPsU2xCdV/Mct9aNeCQ0XLgLO28568zpxy52CzrqO33p4o/VQXSqkGAPK0aOpY1Csy8skg7/hzMPMcFTBk+SWJKYA5fjpnnsHgNhE6S2AA0h2/BzHNYvJShY+alBOb45eRp7gqogzrGjL/Rpb5j+/pFqv629wyahMV+Zu7sWYGpp2W+2uNPRt+E70d/d/jCdtPS4i47HyInT/NB5fzGiJmXH8tK94SZV2l5Jw2OJNEfvTHz/NFaIyVJ9EtvzDx/9MbM80drjZQ8rfp6//lXN5q/v+fnkwb62mevMsMHDwUHe2iZr/4dSHiSb2tLS8Toq1X1BV+B+Vfb30+G3+EL5wQGIa18AuRp5TN3+YmYeS6rV2LsmHklwrbgUSSJFohQUgiYeSWBtuQxJImWCFFSGJh5JYG24DGYeRaIUGII5Gklwm7Sox7Z2Wfe/Hf3mq3dg2MR/Oapa8zVv/GsSRH16iTfUWNvR4/29KuZfMFX5PvugQOJR6ODOmpG37jpFy7rrZl+c8xhC1nimxhowgvJ0xKC4rKAAGYeEyERAcy8RJgqcxFJYmWknHEgmHkzIqrUBSSJlZJzxsFg5s2IqDIXYOZVRspEAyFPS4TJ+YsGDxw039q03ezu6TcbVh9uTl3XlWlMBw6OmG3dUaOv9t+1U3wHA+NP3+/qG0r8nEVz22pLe7WUd7TCL1ziG1b51f5liW8SqORpSShxTUgAM4+5kIgAZl4iTJW5iCSxMlLOOBDMvBkRVeoCksRKyTnjYDDzZkRUmQsw8yojZaKBkKclwlSJi5qVp8ng29YzaLR3X2D4BUbfuBEYGIA9g2Z4JNnOfu2zW8dMv5rZV9vbb+nosl6Zfar0832JL3laJV62pQ0CM6801G4/CDPPbf3SRk+SmJaYu9c3K0l0l5jbkZMkuq1f2ugx89ISc/d6zDx3tWskcvK0Rqi5eY/teZqW+Mr0U8VfaPzJ5JtQ8Zd2X78EVX4y/ToqeIoveZqbr9NmRY2Z1yzyjj0XM88xwTKGS5KYEaBDt9ueJDqE0olQSRKdkCm3IDHzckNpfUeYedZLlGuA5Gm54rS6s6rkacES31HTT8af/rtW3Tde8afvG9rXT4d3TFHl59oSX/I0q1+O1gWHmWedJHYGhJlnpy5FRUWSWBRZ+/qtSpJoH1k7IyJJtFOXoqLCzCuKrH39YubZp0mREZGnFUnXrr59zNPCJb6h6Te+z9/g6HLf9Pv66dCOcG+/cDlvaPSpyq+2zLf5p/iSp9n1+rM9Gsw82xWyJD7MPEuEKCkMksSSQFvwGB+TRAuwNy0EksSmoW/KgzHzmoK9KQ/FzGsK9qY9lDytaehLfzB52tTIo0t8x6v+BiIn+daq/xLv69fWOnZ6b/Twjjjzr6glvuRppb/EnH4gZp7T8pUXPGZeeaxteBJJog0qlBMDSWI5nG15CkmiLUqUEwdmXjmcbXgKZp4NKpQXA3laeayb/STytOwKDB88ZLb2DAT7+kWr/cIDPsLlvgMHDiZ6WGtLi6lV+tWq+cYr/GoHeIRVfmmW+A4Nj5i/+fpD5v8e32Nmt7WaFx+9zFz44qMSxcNF/hLAzPNX+1Qjx8xLhcv5i0kSnZcw8QBIEhOjqsSFmHmVkDHxIDDzEqNy/kLMPOclTDUA8rRUuJy+mDytXPl29Q2ZrfWm3+gef+EBHz0DBxIHtWRBaPaNm34TDcDaz//kyz8z39i0Y0K/73zpM80fvWpD4mdxoX8EMPP807yhEWPmNYTN2ZtIEp2VLnXgJImpkTl9A2ae0/KlDh4zLzUyZ2/AzHNWuoYCJ09rCJuTN5Gn2Slb39DwWKXf1rqDPbZ1D5jtPen29Ysb5VFLF5hvXHaGnQCIygoCmHlWyGB/EJh59muUZ4QkiXnStLsvkkS79ck7Osy8vIna3R9mnt365BkdZl6eNO3vizzNfo3yipA8LS+SzelHS3xr+/kNBP9OVfV3cOTQpACXd8w1917+suYEzlOdIICZ54RMzQ8SM6/5GpQZAUlimbSb+yySxObyL/vpmHllE2/u8zDzmsu/zKdj5pVJu/nPIk9rvgZlRUCeVhbp5j7nlCvvMnv6908I4sXHLDWfO//05gbG060mgJlntTz2BIeZZ48WZURCklgGZTueQZJohw5lRYGZVxZpO56DmWeHDmVEgZlXBmV7nkGeZo8WRUdCnlY0YTv6/+fvP2He9+/3jQWjwzU+8aZTzOnrl9gRIFFYSQAzz0pZ7AsKM88+TYqMiCSxSLp29U2SaJceRUeDmVc0Ybv6x8yzS48io8HMK5KufX2Tp9mnSVERkacVRda+fp8eOGB++vOdZs7sNvNLz1hmWlrsi5GI7CKAmWeXHtZGg5lnrTSFBEaSWAhWKzslSbRSlsKCwswrDK2VHWPmWSlLIUFh5hWC1dpOydOslSb3wMjTckdqdYfkaVbLY11wmHnWSWJnQJh5dupSVFQkiUWRta9fkkT7NCkyIpLEIuna1zdmnn2aFBURZl5RZO3slzzNTl2KiIo8rQiq9vZJnmavNjZGhpmXUJXe3l5z4MABs2SJn+vWMfMSTpSKXEaSWBEhEwyDJDEBpApdQpJYITETDAUzLwGkilyCmVcRIRMOgzwtIagKXEaeVgERUwyBPC0FLC41mHkzTAK9oN773veaTZs2BVeuWLHCXHvttWbp0qVeTR/MPK/kNiSJ/uhNkuiP1hopSaJfemPm+aM3Zp4/Wmuk5Gn+6E2e5o/W5Gl+aZ3HaDHzZqB40003GRlZN9xwg5k/f7655JJLzJo1a8yVV16ZB39n+sDMc0aqXAIlScwFoxOdkCQ6IVNuQWLm5YbSiY4w85yQKZcgMfNywehMJ+RpzkiVOVDytMwIneqAPM0puZoeLGbeDBK86U1vMmeccYa56KKLgitvv/32oDLvzjvvNC0eHTGDmdf012qpAZAkloq7qQ8jSWwq/tIfTpJYOvKmPhAzr6n4S304Zl6puJv+MPK0pktQWgDkaaWhtuJB5GlWyOBMEJh5M0h15plnmksvvdToX7WNGzcG3998882ms7PTGaGzBoqZl5WgW/eTJLqlV5ZoSRKz0HPvXpJE9zTLEjFmXhZ6bt2LmeeWXlmjJU/LStCd+8nT3NEqj0jJ0/Kg6E8fmHnTaH3o0CHzyle+0lx++eXmpS99aXDlww8/bC6++GLz2c9+1qxatcrcddddXsyWn/zkJ2bbtm3mVa96lRfj9X2QAwMDpr293bS2tvqOovLjHxkZMfoQOG/evMqPlQEas3///uB13dbWBg4PCOhDgbYIoVWfwPDwsNH7+Zw5c6o/WEZoyNP8mQTkaf5orZH6lqe94hWv8EvgnEeLmTcDUFXkvfvd7x4zseor866++uqcJbGzuyeffNLoRN/jjjvOzgCJKlcCOrlZH/Z9WkqeK0CHOtMfLfQhcPbs2Q5FTaiNEpDWel3PmjWr0S64zyEC+lCAueOQYBlCVfWO3s8x6jNAdOhW8jSHxMoYKnlaRoCO3e5bnvae97zHMYXsChczbwY9tGeeqvIuvPDC4Epf98zT/0jUMHfsegETDQQgAAEIQAACEIAABCAAAQhAAAJ+EcDMm0HvG2+80dx2221G/2qpyjvf+U4vT7P162XBaCEAAQhAAAIQgAAEIAABCEAAAhCAgJ0EMPNm0KWvr8+o/HPz5s3BlcuWLTMf/ehHg39pEIAABCAAAQhAAAIQgAAEIAABCEAAAhAokwBmXkLa3d3dwYaUS5cuTXhHtS7Tfnnan2PJkiXVGhijiSWgZdX64gCMak8Qabx79+5gvzyfTueutqpTj04HnezYscMsWLCA93JfJwHjhgAEKkNABQc61XblypVsg1MZVRmI7wR27dplFi5caObOnes7CsafgABmXgJIPl+ik/De+973mk2bNgUYVqxYYa699lpvTU0f5oIMng984APBUD/4wQ/6MGQvx/id73wn0FebpqutWbMmOOznpJNO8pJH1Qd9xRVXmHvvvXdsmEcccUTwXt7V1VX1oXs9Ph1edcEFFxidFnfZZZd5zaKqg7/rrrtM3GFst9xyS3AqPa16BL71rW+Zj3/844GRp/bJT37SHHPMMdUbqOcjuvzyy80PfvCDSRTe+ta3mje+8Y2e06ne8L/97W+bG264wezZsyfIzTds2GA+9KEPBcYeDQJTEcDMY25MS+Cmm24yt956a/Dmoj0DL7nkEvYMrPCc0QEvn/jEJ4Iq1Oc///mYeRXW+nvf+57Zvn27OeOMM8zg4KC58sorzcjIiPnUpz5V4VH7O7Trr7/evOhFLzLHHnuseeqpp8w73vEOc/bZZ5u3ve1t/kKp+MhVUX/++eebp59+2px55pmYeRXV+8477wyMeb3Go23t2rVUa1VQ829+85vmqquuMq95zWvMOeecYxYvXhxU8MybN6+Co/V7SDt37jT9/f1jEAYGBsy73vWu4L1c7+m06hDQCbavfvWrzete9zpz8cUXG2l97rnnBj/TH+RoEMDMYw40RECn+erD/kUXXRTc7+tpvg3Bc/AmVWLqL73aF1J/0acyz0ERGwz5y1/+cmDk3nHHHWbWrFkN9sJtLhDQlgn6EKhEkb/uu6BY+hj1wUB/fFu+fLmRqbdq1SrMvPQYnbhDZt51110X/OGVVm0CWjmh9+z169ebD3/4w9UeLKObROAzn/mM+cpXvmJuvvlm09bWBqEKEdDnr9e+9rWBkff6178+GJkqM5WP64/tNAhg5jEHGiKgv/xceumlY38B2rhxY/C9/kfCHlsNIXXiJpl4+jCImeeEXLkE+b73vc888cQT5otf/GIu/dGJfQRUcfvpT3/aaIm19j9l+YZ9GuUVkSp3HnvssaDSVq9tzLy8yNrXj8y8a665xpx22v9v725abtzCOIAvEyOUATNSBhJlwEEZSIoPQEmZGCgDpRSSEmWiKBMpDIjyMlLKByD5AKTkJSLJy8wHOF0rz5McTs5zrqtY+3dPTOyr5/qtve+97/+91rr/arNnz25r1qzpv9lc7P9+Y/V//6JYfrdjx44+wzp+o8Ws+tWrV/eZO/bX+r+6v/frY+/2GPv9+/f32VqO8QTOnDnTb6hv2bKlLV++vJ0/f75vobBixYrxmtVRmoBltmmU4xWKO4BxQok7A5s2beoNPn/+vN81uHLlSr84cIwpIMwbc1x/1lXc6Y39d44fP942bNgwWc1PULexbCP2znv16lW/GXPy5Enn8QHHPwL5W7dutcuXL/cleLEkS5g34EB/benRo0f9AjA+0+/evWsPHjxoGzdu7J91x1gCT5486WFOfE/HViixkiJu0Kxfv75/fzvGFYgVM7E9yo0bNyyfH3SYY3xjFl7MvH369GlbunRpO3XqlMkzg453VlvCvCzJQevE3d3YFH/r1q29QzPzBh3o79oS5k3GOEeXseHuiRMnmg2VJ2fM40ZN7JW3cOHCHug5xhKIJdTxsKq4IIjj4cOHfc/bCHjskTjWWP+om1g5Efscx7YoZueNNd5TYd7Nmzenn0ge433p0qU+3rNmzRqrYd10gffv3/dtMY4ePdq3PnKMJxAzL7dv397DvAjn46brwYMH2+LFi1vM2HMQ+JmAMM97418FYs+8mJW3Z8+e/v/smTcZbxhh3mSM89Tn+ds9Oiajc13GEtvXr1+3CxcuwBhM4Pr169NPuYzWYhnm3Llz+025nTt3Dtatdr4XuHfvXr8gvHPnjqWXg709pi74T58+3VatWtW7i5laMTsvPufCvMEG/Gs7MevyxYsX7erVq2M2qKs2dd6OWfXz58/vIrEKLr7PY+a1g4Awz3tgRgJxoXf37t1+wRd39vft2+dptjOS/DNeFE8zjcehx4VA/Bs/IOLOvh+If8b4/Ze/8vbt2+3cuXNt165dbfPmzdMvjb3U4rPuGEfgy5cvfaZOPCUt7vI+fvy476MWM7j27t07TqM6+aGAZbZjvzGuXbvWli1b1lauXNki7Dly5Ej/3r548eLYjU9od3HzLWZXxxOMP3361Md7wYIF7ezZsxMqMnbbL1++7DOqYxb9unXrxm52grt7+/Zt2717d38IRoz31JOL4/d47H3rICDM8x6YkUBcBB46dKg9e/asvz6WZcW+DfGvYzyBqTu833YWXyox9dsxlkDMvrx///4/mopwZ9u2bWM1O+HdxHk8nkj+8ePHaYm1a9e2Y8eO9adWO8YWEOaNPb5Tm6ZPdRlLrOMBKIsWLRq78Qnt7s2bN+3w4cPT5/MlS5b08Y5AzzGewIEDB1p8h5tFP97Yft9RrJaJJfSxrDqOeLhNPJU+zukOAj8TsMzWe+OXBOJubzwJ0Y+FX+LynwgQIPDbCcQFwefPn/t53OzL3254/EEEZiwQTzWNsH7OnDnTS7RmXMwL/wiBDx8+9BmYMZveQYDAOAJxLp83b56breMMaWknwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBnAVsMAAADWUlEQVRAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKiDMK+VVnAABAgQIECBAgAABAgQIECBAgECegDAvz1IlAgQIECBAgAABAgQIECBAgAABAqUCwrxSXsUJECBAgAABAgQIECBAgAABAgQI5AkI8/IsVSJAgAABAgQIECBAgAABAgQIECBQKvA3fEu746qWllMAAAAASUVORK5CYII="
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count_log, contributor_count_log FROM\n",
    "    (SELECT repo_id, floor(log(COUNT(DISTINCT issue_author_id))) AS contributor_count_log\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND type='PullRequestEvent' AND action='closed' AND pull_merged=1\n",
    "    GROUP BY repo_id)\n",
    "GROUP BY contributor_count_log\n",
    "ORDER BY contributor_count_log\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.contributor_count_log),\n",
    "        y: data.map(d => d.repo_count_log),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库贡献者分布 ${year}（双对数坐标）`, xasix: { type: 'category' } })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "38d4325b-b42e-4e0e-87d5-2321367c84da",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6
         ],
         "y": [
          13,
          11,
          9,
          7,
          5,
          3,
          0
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库核心贡献者分布 2021（双对数坐标）"
        },
        "xasix": {
         "type": "category"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.3586165048543689,
          6.358616504854369
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -1.0728155339805825,
          14.072815533980583
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count, core_contributor_count_log FROM\n",
    "    (SELECT repo_id, floor(log(COUNT(actor_id))) AS core_contributor_count_log FROM\n",
    "        (SELECT repo_id, issue_author_id AS actor_id, COUNT() AS contribution_count\n",
    "        FROM gh_events\n",
    "        WHERE toYear(created_at)=${year} AND type='PullRequestEvent' AND action='closed' AND pull_merged=1\n",
    "        GROUP BY repo_id, actor_id\n",
    "        HAVING contribution_count >= 3)\n",
    "    GROUP BY repo_id)\n",
    "GROUP BY core_contributor_count_log\n",
    "ORDER BY core_contributor_count_log\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.core_contributor_count_log),\n",
    "        y: data.map(d => d.repo_count),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库核心贡献者分布 ${year}（双对数坐标）`, xasix: { type: 'category' } })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7160fc0a-daba-40cd-b491-88a081818d4c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has 80 contributors in 2021\n",
      "The project babel/babel has 102 contributors in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT any(repo_name) AS name, COUNT(DISTINCT issue_author_id) AS contributor_count\n",
    "FROM gh_events\n",
    "WHERE toYear(created_at)=${year} AND type='PullRequestEvent' AND action='closed' AND pull_merged=1 AND repo_id IN ${idsStr}\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has ${row.contributor_count} contributors in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ecd89e49-f1b8-4826-96b1-d282c672c19e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has 11 core contributors in 2021\n",
      "The project babel/babel has 20 core contributors in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT anyHeavy(name) AS name, COUNT(actor_id) AS core_contributor_count FROM\n",
    "    (SELECT repo_id, anyHeavy(repo_name) AS name, issue_author_id AS actor_id, COUNT() AS contribution_count\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND type='PullRequestEvent' AND action='closed' AND pull_merged=1 AND repo_id IN ${idsStr}\n",
    "    GROUP BY repo_id, actor_id\n",
    "    HAVING contribution_count >= 3)\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has ${row.core_contributor_count} core contributors in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6051108-b301-4a12-9d61-5e0bfa49ce3f",
   "metadata": {},
   "source": [
    "## 2.社区活跃度\n",
    "\n",
    "社区活跃度使用 X-lab 定义的社区活跃度计算方式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1f0345d-3726-485a-a7a5-e151b3a311b5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has 4101.63 activity score in 2021\n",
      "The project babel/babel has 2841.4 activity score in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(\n",
    "`SELECT repo_id, anyHeavy(name) AS name, round(SUM(activity), 2) AS activity FROM\n",
    "    (SELECT repo_id,\n",
    "        anyHeavy(repo_name) AS name,\n",
    "        if(type='PullRequestEvent' AND action='closed' AND pull_merged= 1, issue_author_id, actor_id) AS actor_id,\n",
    "        toMonth(created_at) AS month,\n",
    "        countIf(type='IssueCommentEvent' AND action='created') AS issue_comment,\n",
    "        countIf(type='IssuesEvent' AND action='opened') AS open_issue,\n",
    "        countIf(type='PullRequestEvent' AND action='opened') AS open_pull,\n",
    "        countIf(type='PullRequestReviewCommentEvent' AND action='created') AS review_comment,\n",
    "        countIf(type='PullRequestEvent' AND action='closed' AND pull_merged= 1) AS merged_pull,\n",
    "        sqrt(issue_comment + 2 * open_issue + 3 * open_pull + 4 * review_comment + 2 * merged_pull) AS activity\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND repo_id IN ${idsStr}\n",
    "    GROUP BY repo_id, actor_id, month)\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "   data.forEach(row => console.log(`The project ${row.name} has ${row.activity} activity score in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7c6d721-3c91-4108-8dcb-19bada704d4b",
   "metadata": {},
   "source": [
    "## 3.MTTU"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0da7ff04-5f4d-4bf7-b1f2-7a407d9a8845",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6667271c-6782-4b1a-9767-ca695886e745",
   "metadata": {},
   "source": [
    "## 4. Release 频率\n",
    "\n",
    "Release 频率使用 GitHub 或 Node.js 子生态 ReleaseEvent 事件进行统计。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "73658416-8ff9-4199-8ead-bba8253b13bc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10,
          12
         ],
         "y": [
          13,
          12,
          11,
          10,
          8,
          7,
          5,
          4,
          3,
          3,
          1,
          0
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库 Release 分布 2021（双对数坐标）"
        },
        "xasix": {
         "type": "category"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.7172330097087378,
          12.717233009708737
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          -1.0728155339805825,
          14.072815533980583
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count_log, release_count_log FROM\n",
    "    (SELECT repo_id, floor(log(COUNT())) AS release_count_log\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND type='ReleaseEvent'\n",
    "    GROUP BY repo_id)\n",
    "GROUP BY release_count_log\n",
    "ORDER BY release_count_log\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.release_count_log),\n",
    "        y: data.map(d => d.repo_count_log),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库 Release 分布 ${year}（双对数坐标）`, xasix: { type: 'category' } })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d2a54efc-0100-4e8f-ba78-bd83f989cf7f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project babel/babel has 49 releases in 2021\n",
      "The project webpack/webpack has 97 releases in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT repo_id, anyHeavy(repo_name) AS name, COUNT() AS release_count\n",
    "FROM gh_events\n",
    "WHERE toYear(created_at)=${year} AND type='ReleaseEvent' AND repo_id IN ${idsStr}\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has ${row.release_count} releases in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6836bda9-0d68-4bfe-8e2d-ac7c711bc47e",
   "metadata": {},
   "source": [
    "## 5. 依赖影响力\n",
    "\n",
    "依赖影响力使用子生态依赖网络的 PageRank 方法计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d46793f4-a568-4417-8983-408f0bf3b320",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "335475b2-312f-4c40-8c8d-daa87fb691e4",
   "metadata": {},
   "source": [
    "## 6. 外部依赖度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54437c9b-33a2-45f7-87d9-eded46937dd9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "01fec70b-b85d-4d9c-80e8-bfcce10157a5",
   "metadata": {},
   "source": [
    "## 7. Issue 处理能力\n",
    "\n",
    "年度 Issue 处理能力包含三个指标：\n",
    "\n",
    "- 未关闭 Issue 占比：即 (全年打开 Issue - 全年关闭 Issue)/全年打开 Issue\n",
    "- Issue 平均生命周期：即当前打开并关闭的所有 Issue 的平均生命周期\n",
    "- Issue 首次响应时间：即当前打开并有回复的 Issue 的平均首次响应时间"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "969caa94-9de8-4ae7-902f-91b56e9cedeb",
   "metadata": {},
   "source": [
    "### 未关闭 Issue 占比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3d995a43-72d8-4098-a5c3-e393b5cbf9b8",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9,
          10
         ],
         "y": [
          13,
          10,
          10,
          11,
          10,
          12,
          11,
          10,
          10,
          9,
          13
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库 Issue 未关闭占比分布 2021（对数坐标）"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.5976941747572816,
          10.597694174757281
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          8.669902912621358,
          13.330097087378642
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count_log, ratio FROM\n",
    "    (SELECT repo_id, COUNT(open_issue) AS open_issue_count, countIf(close_issue > 0) AS close_issue_count, floor(((open_issue_count - close_issue_count) / open_issue_count) * 10) AS ratio FROM\n",
    "        (SELECT repo_id, issue_id, countIf(action='opened' OR action='reopened') AS open_issue, countIf(action='closed') AS close_issue\n",
    "        FROM gh_events\n",
    "        WHERE toYear(created_at)=${year} AND type='IssuesEvent'\n",
    "        GROUP BY repo_id, issue_id\n",
    "        HAVING open_issue > 0)\n",
    "    GROUP BY repo_id)\n",
    "GROUP BY ratio\n",
    "ORDER BY ratio\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.ratio),\n",
    "        y: data.map(d => d.repo_count_log),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库 Issue 未关闭占比分布 ${year}（对数坐标）` })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "63236f9c-bd8e-4e28-a327-cddfc00fb98b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has an unclose issue ratio 17% in 2021\n",
      "The project babel/babel has an unclose issue ratio 27% in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT repo_id, anyHeavy(name) AS name, COUNT(open_issue) AS open_issue_count, countIf(close_issue > 0) AS close_issue_count, floor(((open_issue_count - close_issue_count) / open_issue_count) * 100) AS ratio FROM\n",
    "    (SELECT repo_id, anyHeavy(repo_name) AS name, issue_id, countIf(action='opened' OR action='reopened') AS open_issue, countIf(action='closed') AS close_issue\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND type='IssuesEvent' AND repo_id IN ${idsStr}\n",
    "    GROUP BY repo_id, issue_id\n",
    "    HAVING open_issue > 0)\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has an unclose issue ratio ${row.ratio}% in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e49384f-80dd-430a-95aa-1ec490ebd0da",
   "metadata": {},
   "source": [
    "### Issue 平均生命周期"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "422f6a97-5a15-4aed-9203-648f6df0e950",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9
         ],
         "y": [
          11,
          10,
          11,
          11,
          11,
          11,
          11,
          11,
          11,
          9
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库 Issue 平均生命周期分布 2021（双对数坐标/小时）"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.5379247572815534,
          9.537924757281553
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          8.83495145631068,
          11.16504854368932
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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9wPyYlDmkyb2yifRfTS4lGbp16+YtDZQEUwaPJJXLgtCEV1KsMJl5mnSoSHD4iyYWkgvKFtHE2WVxqC2azCmDTpNN9UeTmHT2pJM00URKAk33lKxLlGtqg4SlWEnIaQKn7CdNbjSZ1ORPmUrKflLGh7IWk+29pM9r8ppqXz1lFSkzS/fRBFX/3z8J1QRW9xcDTR4lkhL3WJLM015TmpC5pX2SLBKSyq5LtsxKsiVV7P3885J5kgGahEs+qGgCLvmrTCdlGikbSRNhXaelxhJO4qSMFLfEMt24uzZ9+eWX3j01EVWRqNLSu3T3vdKSQo0Z/0Q6mcxzS2A1qa1atapXlybAc+bM8ZagqW/KsFRGq0STW/aXbK9FPTMal34Z6pb8+jNTNS41lrVnlT8TUHVLSkmwqUiESAa4duhnkiDJJt4SjHpmNGa1dFeZp04y6V5O5lWvXn2n7KzEV6a46Xnwyzxd45bZKsvWxUBiTczcMltJAXFUUTsk5RJlnp4njQW9TyRx/FmMri3uvaJnUc9Eqj3rnCh1AlWyT0t1TzrppIwdCKMY6H4qeo/4l0kra03Zvf6iMa8xkyiZEjkrq0+8JAUlQ11RH8ROkkxfHGRC5mk86b0iweVf+qqsN/HSNgjal8990eCemYsvvtjLONP4V/nggw+8/urLA71XVNRefVaZhyoSvsriVGwlmSQLXdE7S8t69S5W3JXVJ6Gr9kmiKTvYFf296tBz576M0nV6r6gdkn5uLLo+6feXskzVFvceTpR5Wsar97nGmLI1/UXPjNqh95zGnJ433S+VSEyMqf/PGjf6rN7hyr5MLHq36YsZJ94TZZ6eZfHT+EjM1nbPsl/m6cs6/7J4V5+yZ9UfSUnFSe87vQNU/CIw1Zd5efWRn0EAAhCAQDQIIPOiESdaCQEIQGAHAckiLQ1K3J8oL0SaREoYSTxooqTsJi0FlOTS5MaJB8km3bcwMs8tx5WA8hdNXDS50FI1CQIn89w1ElKaGLlMnFRLe931kmaa4GgC6ZYX53WKo5bJaUKl7BoVSUxNehL37tLSSl3nX+6qyb4yS7TcTFJN2VsSKS7DSpNHHZChtkiCanKY7PRZTXzVf2VKqWgZmH8JopN5mpz5J755xVRLStOZjKaSeW45pPg3b97cExXqv/rispLcUjtN0jU5lfxVG/3ZTOnGXX1xokP/XzJXE1IXd0mmvA4acCy0fFBiTVlALsMrUea5iX7iEnKNfYkPf9EBJRII4iAJovj7ZZmuVXz0PyfzFHfJg8Sxmu4yW7eUU0y1XF6iVGySFT0byqiSTBMjtVPPmJMuTgAoW07ZUyoSORJxkkZOxkgUJmbm6Von8xLrdllo6eyZp3bpOgl5ScO8suncfpwSnmKYKDAlefVs6gsGPS8SFY63/puJQyPUV5dFqPefy+jUskuxFkuJf3/RlyETJkzwGCZmXfqvk6yXYEv1HtNyXy3NzITM0ztEX8DoXe4v7pl3dbhx7/Ye1HtMz7L2XFPRO1+yyy8wJcDcwSX6/aCsPI27ZDFItcxW99bzpnok6/R86HeA3pUat/fee68nCV1GoNqp8Zi4f56rW2Nfn1N7/TJPS3eVeaiisaf3QaLQc8+mnnc9c/qdpC9M8ivKqPRn8LkxIlErIecvbj9E//hx48ztmScZ6A7NSHzmk8m8gi6zVXv0pYJ+N+hLmcRs4Pz6y88hAAEIQCA6BJB50YkVLYUABCDgEZDE0abrEg/aayidkijz9Jl0ltnqumTZMxI/Kv4989KVOm7il7ipvCbAmggrs0eZV8mkmOqU/FHGibKlNEHz7xWlDA61Tfd2skOfUdZVkyZNPOGgSbZklDLmNJnTBFf7D2miqOVh2ldLXJWxpj8ry06ZEZIpEjrKFtIEyWWq6FplrKhNbq+xZDHRMl99ThPpqVOn7pjA6lrdV1mK5513njepluxRdpLEgsSjsskkmPx73WnSmpj9lazeVDJP2Tlqrz/DTeNEIleTUWXm6b+q0y0D1f01wRczJ0PTjbtbyqd2a3LuskhcVpBO41R2STrFLXNzewYmyjyJCC2zlUD1n54qqeqWPmsppeSFMqUkaiSWFGdlDiqe/r2yJE00OVb81H/tYycBqvHvL+nKPI1TSZ1UhySkYqBJumSq/9AZJwAkSdQnFY0XCX+12Y0RiVJlW6XKzJMgdwe7SA5Jhvgz87QEWEVyXILeZeY5MakMSz2TqZaEJ3JSHXrW9Zw5QacMST2fToo4qapMYvVHEsYv89TnZBm5BRlDesbVHxV3YIMyDxVjf1H2mN6ZGmupTipWuy+44AJvjKVa4pgpmef2bEzMAHRtdgJMXxxIqOnZdplkbr81ZZGprXoXSIap7a5onLtDk/Sc6D6Kve6hZ0vPlZPvyWSe2qfnQ1m9GiuSYPryqG3btt6XBRorTh5KbunPGoOKrz+7271nJaYUa3cojPaI1HOrcal69C7TfbWtgeS44uTfd89l9Oo9r5+pff4vnhQ7fZGiL7z8MlrvNx005Ip+l+gLJb0TE9+/bmsH/+/FZMtsnfxOPEBKz7LGvH5XqT/KCNfvLH1ZpS+U/AfOpNozz7VTv1PU7kTRm86zwTUQgAAEIBANAsi8aMSJVkIAAhDYQUCTC02KJLz8S9n0j35lW/iLJkmaGBRW5knkJC4J1f010dAksCgyL9lptprQKRNOE0aXUVSQ0Gsypolj4umlqe6ReJqtyxbRpFHSVJMhTdiUjeM2X9ckWWJOGRbKUlH2i8SjxInkgmRgYpGIkLhwGSfKEvTLItXrJuWSlZpca9KrfaIk/iSn0u1TYt2pZJ4m71oSqn4l7vule7i90SRGNelWZk2ykq7M00Rb8kATcGXHuKJsMmXaaRKra9Ipmngr20fZMRoniTJPUkaywX8ohP++iXvmKXtGe19JVoiHxpF/D0bJPElcCR7FUJJQfUl8NtKVea4tWnruMhPd34mNlulJ+vqXMurnYq0lqv7iZJ4EQ+Lz779OAkqMU8k8Le1zGWcSuoq3X+al2jNPsZCwUTuSLVFOFk+JU2VTSd65AyX0BYVkncuM9S8hd0vPE//Ofzp3OuPGXeP2wNPYfu2113ZkcTkxqb0rJdb9Rc+iMjiT7cmm6/TlgLL51A8np5K1KVMyT7JN0jFxr1BXp8aOMgCVTajil35irMM99D9lumrrBkn1xAxn11YJLt3HCT/dS1+WKLNMz1kymadxraw2PU8asxrrEmj6s2SzvrzRM6xnVM+b3rEaP/pSQ78HVCSv9dzp2dR7V+9Zd1qrpK/+Tu9GiTp98XHUUUd5n1E79Rn3RY9io3eM2/9UcddzLNknjhpH6p946V2isS8xnngIh8t409JWZXgnFolGiU7/HozJZJ67j34H+MWlniHJcNWva7QtgH6va9yJtbLAnVjMT+apLXofKBOWAgEIQAACuUkAmZebcaVXEIBADhNwh18kZuYpqyJRDCibRHuxFVbmFeQ023SlTl6n2Wrypf2dNNnX8rGClkzIPDHTXk6amEs4alKoSZQmXsoQ8k/U/O2TzJME1BKwxKKME02sEpeP6ToXG01KNbl2mR/af0xLETU51L59Eh3KBnNF7UqVveivP5XMU2aJsvJUJCE1YddEWvs4ufsqU27kyJHeNZJmmkhqU//9999/RxXpxt2dgJwqpokHESRep9NDE5fIumskBsTX7YGW+FmJI0kPV5IdgOF+Jkkr3hLlEo8qErYSrFq2KyGhbD5lJWmc+ovGtuSr9p5zmYfu57pH4h5ZkiISCy7TTpN2PccSehI1iok7wEJxdJvju3s6KaDMMokAydlkxZ0OKpGXSuZJNrtsVokMt8xWglVCQF8eqEjySnQl7pkn4eY/DVo/l5Twn/apGOoLgMTsNsk1jQ+1UyIn8Zpky2z1TA4fPjzpKbh5vTfcO0LXSMhIzLjilp4nO0HYncab7ARvjRk9txqHejYkrlLtZ5kpmad3vcZK4phIHI/qi8ZJ4iEZ4ieuilteyzHd+0P3dScRuz3ZJOkUt1TLbPWs6HAmtweifym92i+BqGdAEk98JbbcclTXDwk/9dMvznU/Zc9pj1Flt+kLASeF9TllAftPxJUQU8atrtM7Wkt5xURf5kgWSnzpSy8n8/Se1rXuxF3XFkn8vn37en1OlOp6/+j94Jbxus+kOgBD7xhJVLf9hK5PtcxWslGMJE7FUO/n/GSeniOJWsWMAgEIQAACuUkAmZebcaVXEIBADhNwkwD/aYTqrjJklIGgosw2ZdJEVeZpMiyRllfRZMt/eqmu1TJCbVCvSZE/k0yTHy078i9T1fXJMvP8dWqZqQ4dcAcXSLZJuiUreck8STHFJ5nMU5s14dZkVpuVJ556mYpBfhvxu8/ldQCGlrBpQ3llgLjiTqF0p/FqefEnn3yykyj2L01MV+a5vcSUtZTsoAdlBfn3EUzst4RPqkNI3OECmpAnK5r4+zNg8pJ5+ryympRtJvEjOeufZLv7a/KubEl/kdTQ0jhlwCXu/yeRJ27+4jbBd5lIGqMaY07m+cWGZKAyjvzZb24/LokaZfQk7gPp6nL7wuUl89ySZX1GckNyT1lo+p/GUGJJdpqtu0aZu5Kfbkmk+3vt1SmxrefOLenVzyQKlQ0oUabsSPXDL/wyJfMkoSTdJLC0X1viEl2dlqq/VxaXX/6qjeqvxkPi3o565+r9oMxIyXa9uxJPF/ezy5TMU71adqn3jrKIkxUt55Z4lbjSFxTK9nTFnXAr6SWxn+zAEl2rMa0xp+0L/ONRXwToc8qI03JxjdvEfVz13KQqWsIriaiiz4mLit7piSJUWWmSyP6irE53CnPi+0Tj3R0+4iSb2imBqXesnjt9MaDMO405yWqdHu5knp4rXZu4lFbvZklISd/ENrpl2C5z27U1lcyT2Nbz4d/7NK8989xyY3d9fjJP71Jl+CYeSJUyIPwAAhCAAAQiRwCZF7mQ0WAIQCDuBNw/4pWpoGVhyTaEV0aB9qJKR+ZpouY/pVN8C3sAhiaPiYIt1QEYyZbZugmzJlfJlvf6Y6/JaKJY0yTd7ZmXONkSk8Slu5IKmrBJlEhiKTPNXyQ0lKXk+EhsJWZcuesTZd5XX33lZXBJiulzmvBKjCQWdwCB9n5SVo8mrW5PQl2rTC8tTVM2iD8jLp29yfT5vGSea4vEgLKKNBHVnmxuyZq/rWqXMseUKaP2uYmuZF46cdfnNHaTSZSiPtPJTrPN655O5klISNBIwkjAiIOEjvZSlJBSto+WV0rC5Xcwi+or6DLboso8J8ckOzT2JcE0xvx76kk+ibuey0SZp7Eh8a+YS0BqvKtoqbuK+q3/rwwfSTAVZZJKyOUl81ysE59jNxb1bkocvxpDygyUWC4OmedkiPqQaqmsnlfFWYezJIpaiVb1XRzdPqL6s8aSxIzeZ7qvf6/OZGMwUzJP99azpwzdxLa6et2BMzqdV3H0Z5S5vSp1rbLNUolwl5EoIe4yvbT1gBtvyvzWuy+ZzNOzpexJt7xeAlenHuv3ln/JqJOoWu6vd11i0VjTqeH+Ismod7PalShP9aWNlt6qKF6qX8t41U7JPJdxK3mnPin71MVF7xI9C+qPf4y7canMZPd51x6X7ZkoTP3vhMSMQ/1Mz78kqtteIL8DMCT/lHWovfnyknluz8kuXbp4Up0CAQhAAAK5SQCZl5txpVcQgEAOE5Bw0D/SlSGgicktt9yyS8ZZOjLPnQaoyZjLPHPYCiPzlGmhiYY/c0X7EWkplCYXiafZJso8d0CClnzq2sKUdJfZahKoSZ4yLNQ2iQVJR2UyaO8kbXQvUSLBp6wpZUS5Axq0J1ayiW+izFNmpESJ4qXJr5bJ6r/6e2XLuP2p3NI+TSITs0/EQFwkRyQUdciAv6gd+R2CkUrmKTNFElOy0RW3MbvGlzI7JBo1xvzFnerp5GO6cXcTdi0dlkT116t+K2uqKIcZiGuiSE42hiTpJCg0OZeUkZh0MlDtJbXNAAAgAElEQVTZePqzpK/ipfHglkHrOUu1jNfVUxiZp+wgt4egBIfkerqZeW7DfWVOql+SYJKlfumrZ1ljLJnM0xjX8kNlbknkSYBLqikzUWwkNSTeJLndclm3l2IqmeeeY+2F5gSg4+P2pNNS+lRLxNOVeRJYyoaTpMmvOE7qk7IYtXw5WVG/JXGUHai99Nwegm5ZqV/y6b0hBhKheofq4IVUS2v9dWVS5kkQSVImy2ZzcdCXCMrm1hJQjWWJLWWeKRtOHCT5JJTU30Qp5pbiS3BKbCuDWJnK7lAF8VIcUy2z1c+1XFzvQGXVSsjpfaH3jn/5tcaYfme509bzi6d+7j/N1i+vEz+r8aprtWzcL/NcVqvLEPTLPO0vqS+KtDxfp8erOEHtPzDI1eVO/XbLkP1tSJWZp2vExJ0wrUxeyTx9saDnV19W6fn0n2ar36f68k4CMy+Zp+dCz15xfHGSTmy4BgIQgAAEgiGAzAuGM7VAAAIQyCgBTU4kG5QdoUm4MgK0T5cmocou0T/m9bO8MvM0ydGSR12nCawmLhIsWvpUGJnnTgtURp3bv0sTTVcSZZ4mvhJkElQSk1pqJ5GS6kCGdACmK/Mk5LRcSRNUZUc0bNjQevXq5Yk88VBmh/ZE0iRdezKpfS7rQtkwmuglLpnMa5mta7skhmSCf/mWhIAmlpJkBT150MU3FRtlRomJ5KQ4S5apneqfJtTag0n90Im8khKKgfovqSfhKZGpcSUWmmwqA2ngwIGe5FHWjyby6cZdbVRmie4heaoMF41d/VknNSp7KPF02HRirmvSzcxzk259RqJG/dKm+Zq8a9xL1miJpf/0SrcMOp2JcWFknjg7CST2/j3zJGsk6SQalOmZKNAkRBQ3yRAnwZIxy2uZrfY1k6xWnDX+tJRQz4PqdhLL/0zmJfPESs+GhKBEhf9UULVLElXxVntTlfxknsaKltgrm0nvGnciaqr7aT87J2E1ztW3xKLnwh2WIgEvsaV7KxvPZaHqv/4x4JaZ6l469CaZnJRQcZl6Wiqs94iWc+o9oHa4PRQ15vynLqc77p0gT9zDTfVI7LrTZxUH7feppdR6ppVNKImsTFz9veLrslBdP1xWn/+QBn0BoCWt/sN71NZUMk/yUFl/bm8+jUONdcXfiUMXbz2DGhvJDh9JxiNdmef/rF/micHYsWO9d57eh4kyz2WxSpSrzaeddpo3JtyJwP776plQBmLiFx+6Ji+ZpyXA+pyT+fq9qXei6tFhHRLGfpnnrzMvmaf3qGKV7MTddMcW10EAAhCAQPgJIPPCHyNaCAEIQCApAS0P0oRSm2i70x7dhcrY0gRBkwNNVFx2kb7xV0aVK8rK0WRBQkDFndInCaTsKR0CoX3jEov2Xvr222890eWyIjShU/aSRJkryuhRhoj+Tsu6JAzdxE8TO7Xb3/bEPbZShV5ZC8omSizKMpHY0YRVk8PEokmSsq6UMaLPu6w2yQdln0jYaWIusaQJsfa6UzaEslHcCZiaOCfLwNBE0e3BlGzps/qt7D+d5OgyyDTZ1iRRYksZjG7PQ3+7JWclbZQhItnkL5KveR2CkWzPKtd2Hd6gU3b9/JUVqYwdyQ1l0UjoSAb6i4SIpIyTIunGXfdQfyUJlCmWWK+Wg7n99wr6yKcr85TpIjmm/iXus+WyjBLr1nOg50HtVp/1LLlDQRKvlajRMykx6D+sxF0nKeAXIYnLbCXC9NxqvCmjSfxVr55PjWeNPT1DKu45cocXaAy75zixXXrWNDbFSWPPnUyr61SHDhTQ0mLtM+kkgUSURIeeKckXV6/+rOcrUSxKLCkDTHFVPYlZpJI2Eujqv/qRquQn8/QMScJorEqAJxMo/nsrroniPbHuxKWTflGnaxU3fXniz8x02c95jVWNc7dPZ157YaazrUCyelzmmwSQO6xBvxe0X5xEUOKhF1qyr3es3nsa1y6mrr/qn97hWnIv2aVYSWAme5/52+NO1k3cM08iddiwYd7zI1EnjhofGhvak1DZyXq3udObJWY15hRXxURF4jNZxrLGujIu9c5Qtm+yMe8/NVs/dzJPfCRQ9Wdl5qm4DGa3V6Nbcq2l03q29M5LdXJwXmNA/de2BfqyyH9IR7LP+JfZ6r2rZ1DPZbKT3fUel9CWbPSLYL0X1DeNeT2jFAhAAAIQyF0CyLzcjS09gwAEYkRAEzhNbpTxpH/45zf5SkSjDAFNDJWtlM4JqanQ6h4SGmqPpE9+2SbKCtJprWqvMoP8Sy/zCp878bWgIU62T1+yeyhbSsvSlFWj5VWa/GpprLJzku2npXtosqbsKTf5T7yvk1f+DevdnmdaMpgo6tznNQGX5MnrmoJycNcrXtpIfunSpVazZk1PcCXGX4JRAkwTamXnJVvWW9C4u3rFWePVSYXC9iNdmZfO/RVjiUWJB/VZGTL+mPtPQ03nfv5rdE+/SBN3jTGJKX9xciTZPlvuOol4ZdKlytxx1ynrU0JCz5ikuoS25IqKyxR1Jynr7xQbyTon5ZUpqMw97Zco6SNJpLHs3/PMZQIpA0yiXzJcnLTfoJ5pjSF9TiXZabCJHDUuNCZcxmKyAzAKyr6g16vNejep/ZKcRXkvFrTuglzvTop1y9715YmkqeRTYgadlnBLRkvkuSXEri73BY2Lq0SZvshJ1W99iaQvaJRhpy8oFDP/ISrKnNOXIapPmbw6NVaySnJL2Xp6jyhrzR0a4g7cUfas3otatqzMRS339+8hmi4bl43qv96fmafsTtWpuiTFnAiXTNSyYz0H2t9PYl17ROr/+0+ezasdWk6u51JtUP9VJMnd1gqpPqsvjDTWJN6TFUlIyTrFRL+zk21JoXqVVVhYQZwuX66DAAQgAIHsE0DmZT8GtAACEIAABApIQHJJk7GCFmWwpJooJd5LEzJlN0hyqSgjSbJOki/xVFz9XNkbmvCpbcmKPqNJrV/aacKoJX3aoy7VpFmTNkkdZb1IeFJ2JaClv1quJhGQiaLYS7RJWkkAS4q4mCvOTkwVtC7JAzee8vqs6pZg0/LH1q1bJ71U7dAyOnciaKr7SSZISKtIJmhMu6w59UPZY8oa8xeNYWVRKutHyzUl5ZWpqmwgSUHtbSbR4sasxJ0y87Svo1tWKhEqaeOKxIOW9ed3sE2yfuj+Ei46KTasUq2gYyGT1ysDq1mzZjtOtVXMk72jJNgk33RoRmLRWJfc1Qm56RTdy+1XKGmlrGZ/JrBkqOKv8aa2+Yvee/q5DgZSFpl/rz79TNloEo9FlfyJ/XD7JfpPzVaWt9tz8NBDD93lSxX9ntG41Z57yQ4wSsZK2aUS0Cp6dpTtnYx5Opz910g0aim7e5a1NNx/arv+XmNBz2fioVYFrYvrIQABCEAg/ASQeeGPES2EAAQgAAEIQAACEIAABAImoExH7T+nk3aTbd0QcHOoDgIQgAAEILCDADKPwQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQkUzYQABCAAAQhAAAIQgAAEIAABCEAAAhCAADKPMQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQkUzYQABCAAAQhAAAIQgAAEIAABCEAAAhCAADKPMQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQkUzYQABCAAAQhAAAIQgAAEIAABCEAAAhCAADKPMQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQkUzYQABCAAAQhAAAIQgAAEIAABCEAAAhCAADKPMQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQkUzYQABCAAAQhAAAIQgAAEIAABCEAAAhCAADKPMQABCEAAAhCAAAQgAAEIQAACEIAABCAAgYgQQOZFJFA0EwIQgAAEIAABCEAAAhCAAAQgAAEIQAACyDzGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIkIAmReRQNFMCEAAAhCAAAQgAAEIQAACEIAABCAAAQgg8xgDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCICAFkXkQCRTMhAAEIQAACEIAABCAAAQhAAAIQgAAEIIDMYwxAAAIQgAAEIAABCEAAAhCAAAQgAAEIQCAiBJB5EQlUtps5YMAAmzp1qnXv3j3bTaF+COQ8gbVr11qZMmWsbNmyOd9XOgiBbBNYsWKFVatWzUqUKJHtplA/BHKawNatW02/36pWrZrT/aRzEAgDgQ0bNtj27dutQoUKYWgObYAABIqBADKvGKDm4i2RebkYVfoUVgLIvLBGhnblIgFkXi5GlT6FkQAyL4xRoU25SgCZl6uRpV8Q+H8CyDxGQ1oEkHlpYeIiCGSEADIvIxi5CQTSIoDMSwsTF0GgyASQeUVGyA0gkDYBZF7aqLgQApElgMyLbOiCbTgyL1je1BZvAsi8eMef3gdLAJkXLG9qiy8BZF58Y0/PgyeAzAueOTVCIGgCyLygiUe0PmReRANHsyNJAJkXybDR6IgSQOZFNHA0O3IEkHmRCxkNjjABZF6Eg0fTIZAmAWRemqDifhkyL+4jgP4HSQCZFyRt6oo7AWRe3EcA/Q+KADIvKNLUAwEzZB6jAAK5TwCZl/sxzkgPkXkZwchNIJAWAWReWpi4CAIZIYDMywhGbgKBfAkg8/JFxAUQyBgBZF7GUHIjCISWADLPFxr9I6NkyZJWokSJXQKmo73189KlS4c2mMXZMGRecdLl3hDYmQAyjxEBgeAIIPOCY01N8SaAzIt3/Ol9sASQecHypjYIZIMAMu//qK9fv966dOliF198sZ1++um7xOLjjz+2F154wfTfOBZkXhyjTp+zRQCZly3y1BtHAsi8OEadPmeDADIvG9SpM64EkHlxjTz9jhMBZJ6Z9enTx4YMGeLF/YYbbthJ5s2ePdtuuukm0+S6QoUKsZV5/357gM2eM8/uvvEyq1q+TJyeEfoKgUAJLF27yX6ds9gqlStrbfeuFWjdVFZ4AvNXrLc5y9ZZ5fKlrWX9aoW/EZ8MlMDMJWtt+vwl1rB2dWtet2qgdVNZ4QlM/n21LV+3yepULW+Nd69U+BvxyUAJjJ273JasXGP7Ntjd6u9WIdC6qazwBEbPXWGbtmyzprUrW41KZQt/Iz4ZGIHNW7fZ8BmLbdu27XZw41pWoWypwOqmIghAIDgCyDwzW758uW3cuNGuuuoqu+KKK3aSeVu2bLElS5bYZ599Zu+++27sZN7PM5fZDW+NsoWrNnijsmSJEvbQWa3s3HYNgxul1ASBmBB48buZdn//CTt626hmJet70cHWoh6SIcxD4JHBk+yZr6bvaOKBDXezly5px6QnzEEzs1v+M8beGzFvRys77lvbXr6kXchbTfMuffkX+3Lyoh0gzmnb0PqcfQBgQkxAX1Jd9sovNmbuih2t7Nahid3ead8Qt5qmTVywyq7pN8JmL123A8bfO+9nlx3VGDghJvDFpEXW453RtnL9Zq+VEnn/c3ZrO/WAeiFuNU2DAAQKQwCZ56N2xhln2GWXXZZ0me3AgQOtb9++sZN5XV762b6ZsninsbV75XI2/K7jCzPe+AwEIJCCwIbNW63lPz61Ldu273TFkU13txuP2wduISWgjDz9ozmxnHHQHnb+IXuGtNU0S1LhwYETdwFx5TF72/Et6gAopASGTlhoL3w7Y5fW/e3UFnZAg91C2mqa9eZPc+yj0b/tAuKf5x1o9aqRoRfWEfLEZ1Nt2PQlOzWvdMkS9splh1iZUiXD2uzYt+vOD8bZ9MVrduLQpFZl+7xn+9izAQAEco0AMq+IMm/16tW5NiZ26s+xT/xoi9ds2qWPn994qNWuUi6n+07nIBAkgamL1tpZz48IskrqggAEIAABCEAAAhCIAYGfbzvSKpRhuW0MQh2pLlapUiVS7Q1bY5F5RZR5Woaby+WEf35n2lMosbx+aVs7vEnNXO46fYNAoAQG/brQbnh71wyvyuVK2/71WWYbaDAKUNmqDZtt4oJdv9SpWbmsNa1VuQB34tIgCSxevdFmJPndtsduFaxBdTKFgoxFQeqat3y9/bZi/S4f2btWJatVmS8YC8IyyGunLV5jS5N8MdyiXhX2YQ4yEAWsa/z8VbZm467zHG0lUa40mXkFxBnY5SPmLLctW3de5VG6VAmbdO+JgbWBiiCQLoHSpUuneynXJSGAzCuizMv1UdXn08n21JfTdummJjva7+TCQxvlOgL6B4FiJ/DCtzOtz5DJtnHz1l3quuOUFnb1MXsXexuooPAE2vf5cqc9hXSnf51/kJ3Wun7hb8oni5XAgpUbTHHTpu7+8n63I6xNo+rFWjc3LzyB4bOX29nPDNvpBpIKX9/W0epWLV/4G/PJYiXw8Zj5duNbo3aqQ3vCfn1rh2Ktl5sXjUDfr6fbw4Mm7XSTQ/euYe9cdXjRbsyni5XA3f/91V7/cfZOdbTco5r1v+GoYq2Xm0MAAsETQOaZ2datW23btm12zjnnWNeuXa1z585WpswfJ7Zu377dlH2nPfNefPFFe//9961kyZJWqlR80pSf/WaG/feHibZm7XrrfERLU0aD2zT8vEP2tG7tm1ijmhWDH73UCIGIE5i1dK1JmA8Yu8DriQ6WUSbeuLnLrULZ0taxRR275Ii9It7L3G++9qbR4SXTF62xqhXK2Mkt69pZBzfI/Y5HvIcSQ2/+NNtmL1ltdatVsjMP3oP98iIQ088mLrQPR/5mS9ZstD2qV7QLD90TARuBuL0/cp4NGrfAVqzdaM3qVbMrjtrblFFJCTeBV4bNsq8mLzbt66tVAtcf29SqV+RE23BHzexfX0yzH6YvtmVrNtmkhX/sn/fhtUfYQXvyZVXYY0f7IFAQAsg8M+vZs6eNHTt2J27PPfecNW7c2KZOnWrXXnvtTj9r06aNPfzwwwXhHPlrBwwY4LHo3r2715eB4xbYdW+OtO3bzfRtj4QepyRFPsx0IEACH476zRN5OkBB/zDudWZLO6XVHyeNrV271vtCoWxZ/sEcYEioKqYEVqxYYdWqVbMSJUrElADdhkAwBPTluX6/Va3K1hHBEKeWOBPYsGGDl5TyxFezTVmWkrEDbjw6zkjoOwRyjgAyL+dCWjwdSpR5nnDYuMUTevrGTuWa9k3s2g5NvMwUCgQgkJzA6g1brM+nk+y1H/5YAqEsrl5ntrIalf5f3CHzGD0QCI4AMi841tQUbwLIvHjHn94HS8DJvAoVKtifnxlmI2Yvt0uO3MvuOW3/YBtCbRCAQLERQOYVG9rcunEymed6+PL3M+3eTyZ4fzyq6e7eXnpHNt09twDQGwhkgMA3UxZ72Xjjflvp3e3eP+1vXQ/fdRktMi8DsLkFBNIkgMxLExSXQaCIBJB5RQTIxyFQAAJ+mTdhwSo75YlvvU8/feHBO1aCFOB2XAoBCISQADIvhEEJY5Pyknlqr/aMuu6NkTbp99VWrUIZT+gpU48CAQj8QeCJz6fa40OneP+/7V7V7cEzW1mzOsmPY0fmMWogEBwBZF5wrKkp3gSQefGOP70PloBf5qnmV4fNsn98PN5bCfJp92OsVhVOAA82ItQGgcwTQOZlnmlO3jE/mec6/dCgSfbs19O9P3Y+oJ5169DU26OBAoG4Ehg/f5WXjffV5EUeghuObWo9T2yeJw5kXlxHC/3OBgFkXjaoU2ccCSDz4hh1+pwtAokyT+24/s2R1n/sAuu0f13re3GbbDWNeiEAgQwRQOZlCGSu3yZdmScOw6Yv9bL0lq/bZHvVrGTXdGhi57VrmOuI6B8EdiHQ78fZ1vvTybZq/WbvWdAhF+ksQUfmMZggEBwBZF5wrKkp3gSQefGOP70PlkAymae5Wad/fmsLV22wuzvvZ5cf1TjYRlEbBCCQUQLIvIzizN2bFUTmOQo3vT3aPhr9m/fHiw5r5B2OUX+3CrkLiZ5B4P8I/L5yg/UZMtneHzHP+5vz2u3pibxSJdM7LROZx1CCQHAEkHnBsaameBNA5sU7/vQ+WALJZJ5aMGTCQrvqteFeYz6+/ig7oEG1YBtGbRCAQMYIIPMyhjK3b1QYmSciH4z8zW5+d7QH58CGu3lZekrtpkAgVwkM+vV377TaGYvXWvkypezhP7eyMw7co0DdReYVCBcXQ6BIBJB5RcLHhyGQNgFkXtqouBACRSaQSubpxr0GTLTnv51hrRvsZh9df2SR6+IGEIBAdggg87LDPXK1FlbmqaPL1m6ya98YaT/OWOplJulwjBuP28fKlioZOQ40GAKpCGzeus3bG++5b2Z4lxzXoo49eGZLq1O1fIGhIfMKjIwPQKDQBJB5hUbHByFQIALIvALh4mIIFIlAXjJPNz7jqe9t9NwVdsXRje2uU/crUl18GAIQyA4BZF52uEeu1qLIPNfZp7+abr0HT/L+2KF5Le+028P2rhk5FjQYAokEfp65zBN5v8xa5v3orlNb2BVH711oUMi8QqPjgxAoMAFkXoGR8QEIFIoAMq9Q2PgQBApFID+Z9+tvK63zv77z7v3sxW3sJFZOFYozH4JANgkg87JJP0J1Z0Lmqbs62VOHY8xautZqVi5r3do39b4RokAgqgSe/WaGPTxoom3fbt5yBe2N13KPou0/gsyL6mig3VEkgMyLYtRocxQJIPOiGDXaHFUC+ck89eul72fafZ9MsNpVytmnPY6x6hXLRrW7tBsCsSSAzItl2Ave6UzJPFfzPz4eb68Om+X9UfuJXduxiTWrU6XgDeMTEMgSgemL13jZeIN//d1rwdXt97Y7Tm6RkdYg8zKCkZtAIC0CyLy0MHERBIpMAJlXZITcAAJpE0hH5ulm3fqNMO33fOoB9eypCw5O+/5cCAEIZJ8AMi/7MYhECzIt89TpLyYt8vbS27B5qzWpVdnbS+/sNg0iwYNGxpvAeyPm2SODJ9ni1Ru9PfF0yEXH5rUzBgWZlzGU3AgC+RJA5uWLiAsgkBECyLyMYOQmEEiLQLoyb8majdbpn9+a/nvP6fvbJUfsldb9uQgCEMg+AWRe9mMQiRYUh8xTx7U08Zp+I+zT8X9kN+kXiA7HqFGJNO9IDIyYNXLFus1eNt4bP832en7WwQ28Qy50am0mCzIvkzS5FwTyJoDMY4RAIBgCyLxgOFMLBEQgXZmna7XKRPMxlYE3Hm371a8KRAhAIAIEkHkRCFIYmlhcMs/17c2f5tidH47z/timUXUvS+/4FnXC0HXaAAGPwJeTF1nvwZNt4oJV3p/7nH2AndO2YbHQQeYVC1ZuCoGkBJB5DAwIBEMAmRcMZ2qBQEFlnq6/r/8Ee+m7mXbwntXtg2uPACIEIBABAsi8CAQpDE0sbpmnPs5fsd66vTHSxsxdYeVKl/SEXvfjm4Wh+7Qh5gQeGzrFnvx8qkfhmH1qWa+zWlrD6hWLjQoyr9jQcmMI7EIAmceggEAwBJB5wXCmFggURuZptdTp//7Oxv220q5p38T+evK+gIQABEJOAJkX8gCFpXlByDzXV784Oa5FHbuuYxPvWyIKBIImMHbeSuvz6ST7duoSr+rbOu1r13ZoUuzNQOYVO2IqgMAOAsg8BgMEgiGAzAuGM7VAoDAyT59RQsWfnvreA/hi17ameRgFAhAILwFkXnhjE6qWBSnz1PERs5fbdW+MtN9XbfAOGFCWHhuyhmpI5HxjdNryQ4MmeQe06KTlR/7cyg4KSCoj83J+eNHBEBFA5oUoGDQlpwkg83I6vHQuZAQKsmeev+kvfDvDHhgw0epVq+zaf4MAACAASURBVGBDehxjVcqXDlnPaA4EIOAIIPMYC2kRCFrmuUbd/v5Ye+eXud4f/9ymgXU/bh9rWKP4ljemBYOLcprAbyvWe4dc/HfUb14/Lz2ysf3jtP0C7TMyL1DcVBZzAsi8mA8Auh8YAWReYKipCAIFOgAjEddVr4+wIeN/tz8dWN+eOO8gaEIAAiElgMwLaWDC1qxsyTxxGDBugZelp9K8bhXr1r6JnXHQHmFDRHtygED/sQvs4UGTbN7ydd43kY+e09pO3L9u4D1D5gWOnApjTACZF+Pg0/VACSDzAsVNZTEnUNjMPGH7feUGO/mJb235uk32wBkt7aLDGsWcJt2HQDgJIPPCGZfQtSqbMk8w1m/eate8PsK+nrLYY3P5UY3tlpOaW4UypULHigZFj4CW0iob78XvZnqNP611fet1ZkurWr5MVjqDzMsKdiqNKQFkXkwDT7cDJ4DMCxw5FcaYQFFknrANGLvArnvzj2SKT3scY83rVIkxTboOgXASQOaFMy6ha1W2ZZ4DoiPTdXS6yqGNa9h1HZvaMc1qhY4XDYoOgR+mL7VHBk+y0XNXeI3udWYru/DQPbPaAWReVvFTecwIIPNiFnC6mzUCyLysoafiGBIoqswTsns+Hm+vDJtlhzSuYe9efXgMKdJlCISbADIv3PEJTevCIvMEZOaStXZNvxE2+ffVVrFsae9wjBuObRoaVjQkOgSe/mq69R48yWtwu71qeIdc7F2rctY7gMzLeghoQIwIIPNiFGy6mlUCyLys4qfymBHIhMzbvHWbd7rthPmrvASKW09qHjOKdBcC4SaAzAt3fELTujDJPAflwYET7blvZnh/PGn/utb9+H2sRb2qoWFGQ8JLYMrC1dZ78GT7bOJCr5Hdj2/mjZ+wFGReWCJBO+JAAJkXhyjTxzAQQOaFIQq0IS4EMiHzxGrknOV21tPDPGyvXHqIdWjOiqi4jCH6GX4CyLzwxygULQyjzBOYYdOX2rX9RtiK9Zttj90q2DUdmtjFbNIaijET1kbodGSJ4JXrN1uD6hXs0b8c6C3ZDlNB5oUpGrQl1wkg83I9wvQvLASQeWGJBO2IA4FMyTyxevbr6fbQoEnWsEZFG9rjGCvPnuVxGEL0MQIEkHkRCFIYmhhWmefY3Pj2KPt49Hzvj+e2a2i3nNjcalUpFwZ0tCEkBJau2WR9hky2t3+e47VIJ3PphK4wFmReGKNCm3KVADIvVyNLv8JGAJkXtojQnlwmkEmZJ05XvDrcW9Fy1sEN7LG/tM5ldPQNApEhgMyLTKiy29CwyzzReX/kPOv57hgP1P71q3p7O5zSql52wVF7KAjoHx8PDZxk0xevsZIlStiT5x9knQ8I79hA5oVi2NCImBBA5sUk0HQz6wSQeVkPAQ2IEYFMy7x5y9fZKU9+Z6vWb7aHz2pl5x2S3cPiYhRKugqBlASQeQyOtAhEQeapIyvWbbarXx9uP81c5vXr6vZN7I6T902rj1yUmwT6fDrZnvpymte54/erY4+cdYDVrFw21J1F5oU6PDQuxwgg83IsoHQntASQeaENDQ3LQQKZlnlC9PGY+XbjW6OsdMkSNqTHMaE4NC4HQ0eXIJA2AWRe2qjifWFUZJ6LkuSNJI7KkU139w430GmllPgQGDVnhT08aOIOsXvPafvbJUfuFQkAyLxIhIlG5ggBZF6OBJJuhJ4AMi/0IaKBOUSgOGSe8Nz931/t9R9n2+FNatpbVx6WQ8ToCgSiRwCZF72YZaXFUZN5gjRxwSq7pt8Im710nVWtUMa6tW9i3To0yQo/Kg2WwEvfz7QH+k+0bdu3e0uudcjFvnWrBNuIItSGzCsCPD4KgQISQOYVEBiXQ6CQBJB5hQTHxyBQCALFJfPWbdpqZz39vU36fbXddNw+1uOEZoVoHR+BAAQyQSCnZZ7+0VCyZEkrUaLELqxWr15tmzdvtho1yNZKZyBFUea5fv39o1/ttR9me388tVU9u+Wk5tZ490rpdJtrIkZgzrJ19sjgSTZg7AKv5do38daTmkesF2bIvMiFjAZHmAAyL8LBo+mRIoDMi1S4aGzECRSXzBOWX2Yts3P6/uAR6nfFoXZU090jTovmQyCaBHJW5q1fv966dOliF198sZ1++uk7orNu3Tq7/fbbbdKkSd7f1a1b1x577DGrVatW0ggOHTrUevfuvcvP+vfvb+XKxee01CjLPAXvi0mLrFu/EbZxyzbbs0ZFu/7YpvaXtg2j+dTS6qQEPho933oNmGCLVm+06pXK2pPnHWRH7xPNf1wg8xjkEAiOADIvONbUFG8CyLx4x5/eB0ugOGWeevL0V9Ot9+BJttfuleyzm9t7++hRIACBYAnkpMzr06ePDRkyxCN5ww037CTznn/+eZOYevbZZ61ixYrezxs2bGj3339/UvK6j2Rf3759d/p5o0aNkmb8BRu+4GqLusxzpK56fbgNGb/Q++OFh+5pd5zSwiqXKx0cSGrKOIG1G7dY708n26vDZnn3PrtNA3v4rAOsdKno/qMCmZfxYcINIZCSADKPwQGBYAgg84LhTC0QEIHilnmq49KXf7EvJy/yEiR6n30A4CEAgYAJ5KTMW758uW3cuNGuuuoqu+KKK3aSeRdccIF16NDB+5nKoEGDPFknaZdsOa7+/oknnvAEYJxLrsg8xfDNn+bYnR+O88J5QINq1uP4ZtZx39pxDm9k+/7dtCX24ICJNmHBKq8Pj597oJ150B6R7Y9rODIv8iGkAxEigMyLULBoaqQJIPMiHT4aHzECQci8mUvW2mn/+s7WbNxifc5ubee0bRAxSjQXAtEmkJMyz4XkjDPOsMsuu2wnmdepUyfr3r276b8q48eP9/783nvvWbVq1XaJpmSeMv3atWtnZcuWtbZt23qfLV36j2yubdu2RXsEpNn6gQMH2tSpU+2mm25K8xPhvuz3VRvsmn4jbey8lVayRAm7pv3edsuJbOAa7qjt3Lp/fznNHhs61fvLI5rUtD5nH2D1qpWPUhdStlXbAZQpU8b7HwUCECheAqtWrbIqVarEKtu+eIlydwgkJyCZp21wKleuDCIIQKCYCSixZfv27Va+fPH+2/i/o+fbze+OsfJlStrgm472tjOiQCBdAjrfgFJ4ArGSeXqhnXjiiXbnnXdax44dPWrTpk2zbt262auvvmr169ffheS4ceNs8ODBnuibP3++ff/999a+fXu76667vGtXrlxZePoR+qT2DpwxY4ZdffXVEWp1/k196pvZ9tz3c70Lj9i7ut3QvpHtV5d/ZOZPLntXTFm01h7/YpYNm7nca8TNxza2rodGPxvPT1TvqmSZwtmjTs0QyF0C+lKOf0zmbnzpWbgI8LyFKx60JncJ6N+SKkH8e/L+wdPsvVG/2+GNd7O+57XMXaj0LOMEkiVTZbySHL5hrGSe4qisuh49ethJJ53khTW/zLzE2CuDT/vtaXmuy87L4fGxo2u5tMw2MV6j5q6wa14fYQtXbbAalcp6h2NcdmTjOIQ1cn3UEun7+0+w9Zu3eicSP3HeQd5S6VwrLLPNtYjSnzATYJltmKND23KJAMtscyma9CXsBIJYZusYrFq/2f78zDCbumiN3XxCM7vxuH3Cjof2QSAnCMRO5mnPPGXlXXnllV4A89szLzHK33zzjXdYxieffFLsacthGmG5LPMc59veG2vvDv8jS+/0A+vbnSe3sLo5smwzTGOpMG3RCbUPD5poH4z8zfv45Uc1trs771eYW0XiM8i8SISJRuYIAWRejgSSboSeADIv9CGigTlEIEiZJ2w/zlhq5z33o0fw7asOs8P2rplDNOkKBMJJICdlnv6xoDT+c845x7p27WqdO3fesffUc889Z9r/Tf/VabbXX3/9TqfZvvzyyyZhp/+q9OvXz5o3b24tW7b0ltTecccdXkaeTsWNU4mDzPPk7q8LrFu/kV5o965VyTsc47TWuy6/jlPss93XT8f/bg8MmGhzl62zcqVL2jMXtbFjc/zAEmRetkcd9ceJADIvTtGmr9kkgMzLJn3qjhuBoGWe+P7ri2n26JDJ1rR2Zfvs5vZxQ05/IRA4gZyUeT179rSxY8fuBFPyrnHjxrZmzRq77bbbvMMcVGrXrm2PP/6491+V3r172xdffOHtk6fy6KOP7vj/+nPdunXtwQcf9ARgnEpcZJ5iunHLNrvyteH2zZTFXoi7Hr6X3X3afla6ZIk4hTzrfd26bbs9MniSPffNDK8tJ7eqZ4+e09oqli2V9bYVdwOQecVNmPtD4P8JIPMYDRAIhgAyLxjO1AIBEciGzFO9XV762ZtDnX/InvbQWa0IBgQgUIwEclLmpcNLWXabNm2yWrVq5Xu5XoaLFy/2Tt+qXr16vtfn4gVxknkufi99P9Pu+2SC98eD96xut3ZqboeTMh7I8B4+a7n1GjjBRs1Z4dX3yJ8PsHPbxUegI/MCGWZUAgGPADKPgQCBYAgg84LhTC0QyKbMm7pwjZ3+1He2ftNWe/zcA+3Mg3LrkDpGFwTCRCC2Mi9MQYhCW+Io8xSX2UvX2pWvjbApC1db2VIlvcMx2NS1eEesMvEeHDjRq+TAhrt5h1w0qhmvY+6RecU7xrg7BPwEkHmMBwgEQwCZFwxnaoFANmWe6n5/xDzr+Z8xVqlcaRva4xirv1sFggIBCBQDAWReMUDNxVvGVea5WPYaONGe/7/lntqv7c5TWnj7QVAyR2DmkrWexBs6YaF30zifhoXMy9y44k4QyI8AMi8/QvwcApkhgMzLDEfuAoF0CGRrma1r2+3vj7V3fplrHZvXtpcvbZdOk7kGAhAoIAFkXgGBxfXyuMs8xV2nNF39+ghbuX6z1a5Sznqc0MzbD4JSdAI6pfa+T8bbCrGtWt6eufBga9MonkvaRROZV/QxxR0gkC4BZF66pLgOAkUjgMwrGj8+DYGCEMi2zFu6dpOd03eYzVi81m7r1Nyu7dC0IM3nWghAIA0CyLw0IHGJGTLv/0fBDW+Nsk/GzPf+4qyDG9g/TtvPqlUowzApBIFV6zfbQ4Mm2Vs/z/E+zWa5f0BE5hViMPERCBSSADKvkOD4GAQKSACZV0BgXA6BIhDItsxT07+busQuevEnrxfvdTvC2sb4i/oihJKPQiAlAWQegyMtAsi8nTF9OOo36/HOaO8vm9WpYred1NyO369OWiy56A8CX09ZbPf3n2DTFq3x/tz3ojbWqWVd8CDzGAMQCJQAMi9Q3FQWYwLIvBgHn64HTiAMMk+dfuKzqfb4Z1Ns37pVbHD3YwLnQIUQyGUCyLxcjm4G+4bM2xWmssqueG24/TxzmffDq47Z29tLj5I/gUeHTLF/fTHVu7B9s1r25PkHkd3ow0ZmXv5jiCsgkCkCyLxMkeQ+EMibADKPEQKB4AiEReapxxe98JN9N22JXXxYI7v/jJbBQaAmCOQ4AWRejgc4U91D5qUm+cxX0+2RwZO8Cw5pXMMTejqFlbIrgV9/W2kPDJjo7T+ocu/p+1vXI/YCVQIBZB5DAgLBEUDmBceamuJNAJkX7/jT+2AJhEnmTViwys546nvbtGWb9wX+6a3rBwuD2iCQowSQeTka2Ex3C5mXN9HJv6+2K18bbnOWrbMKZUt5J7FeefTemQ5DpO/36rBZdl//CbZ123ZrVqeyPX1hG04EThFRZF6khzqNjxgBZF7EAkZzI0sAmRfZ0NHwCBIIk8wTvneHz7Xb3hvrrcT57Ob2VqtKuQhSpckQCBcBZF644hHa1iDz0gvN3z/61V77YbZ38Yn71bF/nLa/7VG9QnofztGrFqzcYL0GTLD+Yxd4PbymfRP768n75mhvM9MtZF5mOHIXCKRDAJmXDiWugUDRCSDzis6QO0AgXQJhk3lq963/GWP/GTHPjm9Rx17o2jbdrnAdBCCQggAyj6GRFgFkXlqYvIu+mrzYrnp9uJdKXq9aBbu9U3M746A90r9BDl05YNwCu++TCbZw1QarXK60Pd+lrR3epGYO9bB4uoLMKx6u3BUCyQgg8xgXEAiGADIvGM7UAgERCKPM03zg3Gd/tFlL19odp7Swq49hFROjFQJFIYDMKwq9GH0WmVfwYGvZ7dAJC70PXnjonvb30/a3cqVLFvxGEfyEROaDAyfaK8Nmea0//cD69uR5B0WwJ9lpMjIvO9ypNZ4EkHnxjDu9Dp4AMi945tQYXwJhlHmKxpeTF9mlL//iBeaj64601uwzHt9BSs+LTACZV2SE8bgBMq9wcX775zn21w/GeR9uUa+q/e3UFnZU090Ld7OIfOqnmcvsvk/G2/j5q7wW//O8A+2MA+OZmVjYkCHzCkuOz0Gg4ASQeQVnxicgUBgCyLzCUOMzECgcgbDKPPXmsaFT7MnPp9r+9avagBuPLlwH+RQEIGDIPAZBWgSQeWlhSnrRotUb7fJXf7Fx81Z6P7/puH2sxwnNCn/DEH/y319Ms/8ZMtlrYbu9atjTFx7MBreFiBcyrxDQ+AgECkkAmVdIcHwMAgUkgMwrIDAuh0ARCIRZ5m3eus26vPSz/TB9qV165F7eHuMUCECg4ASQeQVnFstPIPOKHvbHh06xJz6f6t3oiCY1vV9czetWKfqNQ3CHaYvW2P39J9jXUxZ7rbm9077WrUOTELQsmk1A5kUzbrQ6mgSQedGMG62OHgFkXvRiRoujSyDMMk9Ux85baWc9/b1t2bbd+/L/lFb1ogublkMgSwSQeVkCH7VqkXmZidiYeSvsyleHm7L1qpQv7Umviw5rlJmbZ+kub/8y1+79ZLyt37TVO7lXh1zsV69qllqTG9Ui83IjjvQiGgSQedGIE62MPgFkXvRjSA+iQyDsMk8k3/p5jt3xwTirUamsfd6zvVWvWDY6gGkpBEJAAJkXgiBEoQnIvMxG6bb3xtq7w+d6N/3TgfW9wzFqVorWL7Dl6zbZA/0n2vsj53n96HJ4I7vvTy0zCyqmd0PmxTTwdDsrBJB5WcFOpTEkgMyLYdDpctYIREHmCc7N746xD0bOs07717W+F7fJGi8qhkAUCSDzohi1LLQZmZd56J+O/92ufn2Ed+OGNSra305pYZ1a1s18RcVwx88mLrT7Pplgc5ats5IlSthLl7SzDs1rFUNN8bwlMi+ecafX2SGAzMsOd2qNHwFkXvxiTo+zRyAqMm/e8vV2/vM/2txl6+zuzvvZ5Uc1zh40aoZAxAgg8yIWsGw1F5lXPOS1Aezlrwy3b6b+sdecfoHpF1mYy0MDJ9qz38zwmnh8izrePhdlS5cMc5Mj1zZkXuRCRoMjTACZF+Hg0fRIEUDmRSpcNDbiBKIi84R56ISFduVrwz3iOt1Wp9xSIACB/Akg8/JnxBV6sQ4YYFOnTrXu3bvDoxgIvDJslt3z8Xjvzgc0qOYdjtGmUfViqKnwtxw9d4WXjTdyznLvJg+e1couOGTPwt+QT6YkgMxjcEAgOALIvOBYU1O8CSDz4h1/eh8sgSjJPJHp8+lke+rLada6wW720fVHBguL2iAQUQLIvIgGLuhmI/OKn7jSyy979RebunCNldCJsCfva9e0D8eJsM9/O8N6DZjoQdC3Zc91aWt77Fah+KHEtAZkXkwDT7ezQgCZlxXsVBpDAsi8GAadLmeNQNRk3vrNW63rSz/bzzOX2RVHN7a7Tg33SqWsBZaKIeAjgMxjOKRFAJmXFqaMXPTQoEn27NfTvXsdt29t73CMRjUrZuTeBb2J9rG475PxNmTCQu+jNxzb1Hqe2Lygt+H6AhJA5hUQGJdDoAgEkHlFgMdHIVAAAsi8AsDiUggUkUDUZJ66O2L2cju77zDbvt3s+S5t7YT96hSRAh+HQG4TQObldnwz1jtkXsZQpnUj71upV4fbqg2bvWPa/3ZqCzu7TYO0Ppupiz4c9Zvd+8l4W7HujzbokIuD9twtU7fnPnkQQOYxPCAQHAFkXnCsqSneBJB58Y4/vQ+WQBRlngj1+3G23fXfX612lXL2ec8OVqV86WDBURsEIkQAmRehYGWzqci87NC/6e1R9tHo+V7l57Zr6O2lV7FsqWJtzPpNW+3+/hPszZ/nePX8uU0De/Sc1sVaJzffmQAyjxEBgeAIIPOCY01N8SaAzIt3/Ol9sASiKvNE6aa3R9tHo3+zUw+oZ09dcHCw4KgNAhEigMyLULCy2VRkXvboS+ZJ6qnsXauSJ/TaN6tVLA36duoSLxtv2qI13v2fuvBgO7VVvWKpi5umJoDMY3RAIDgCyLzgWFNTvAkg8+Idf3ofLIEoy7xZS9faBc//ZPNXrLd7T9/fuh6xV7DwqA0CESGAzItIoLLdTGRediOwZuMWu+yVX7xNYVWu79jUbjkps3vXPTZ0ij35+VTv/kc0qekdclG5HKnt2Yg8Mi8b1KkzrgSQeXGNPP0OmgAyL2ji1BdnAlGWeYrboHELrNsbI70QftrjGGtep0qcw0nfIZCUADKPgZEWAWReWpiK/SIdjKEDMlQObVzDOxxDp8sWpUxcsMru/WSC/ThjqXcbnR6lU6Qo2SOAzMsee2qOHwFkXvxiTo+zQwCZlx3u1BpPAlGXeYraI4Mn2TNfTbeDG1W3D7odEc9A0msI5EEAmcfwSIsAMi8tTIFcNHXRGrv8lV9szrJ1VrpUCU++XVLI9PPXfpjlibyt27bbXrtXspe6tvOW8lKySwCZl13+1B4vAsi8eMWb3maPADIve+ypOX4EckHmrd6wxS55+WfvlNtr2jexv568b/wCSY8hgMxLbwzoHxklS5a0EiVK7PKB1atX2+bNm61GjRrp3SzHrkLmhS+g93w83l4ZNstrmDaI1V56OvkpnbJ49UZP4vUf+8fhGpcf1dju7rxfOh/lmgAIIPMCgEwVEPg/Asg8hgIEgiGAzAuGM7VAQARyQeapHz/NXGbnPvuDF9SXL21nHZvXJsAQgMD/ESAz7/9ArF+/3rp06WIXX3yxnX766TsGyLp16+z222+3SZP+WNpYt25de+yxx6xWreI5gCCsIxOZF87IfDN1sV3+ynDbvHWb1a5a3v7ReT9P7OVVBo5b4Im8has2WLnSJe2lS9rZkU13D2cHY9oqZF5MA0+3s0IAmZcV7FQaQwLIvBgGnS5njUCuyDwBfOX7WXbPJ+OtXrUK9uUt7a18mVJZ40rFEAgTAWSemfXp08eGDBnixeWGG27YSeY9//zzJpH17LPPWsWKFb2fN2zY0O6///4wxbHY24LMK3bERarg6tdH2Kfjf/fuoSW3ytJLTDDdvt3s3v7jvV+IKie3rGfPXMRx70UCX0wfRuYVE1huC4EkBJB5DAsIBEMAmRcMZ2qBgAjkkszz5uhvjbJPxsy3Px1Y35447yCCDAEImBkyz8yWL19uGzdutKuuusquuOKKnWTeBRdcYB06dPB+pjJo0CAvM0/yL9ly3FwdVci88Ef23eFz7bb3xnoNbVq7slUoU8p+nb/SSpUoYa0aVLO1G7fYlIVrvJ/3Obu1ndO2Qfg7FdMWIvNiGni6nRUCyLysYKfSGBJA5sUw6HQ5awRyTeZNW7TGLnrhJ/t91QbrdWYru/DQPbPGloohEBYCyDxfJM444wy77LLLdpJ5nTp1su7du5v+qzJ+/Hjvz++9955Vq1YtLHEs9nYg84odcUYqWLJmo7fsdsy8FUnvd2DD3ezFS9pZzUplM1IfNykeAsi84uHKXSGQjAAyj3EBgWAIIPOC4UwtEBCBXJN56tPHY+bbjW+NMu1u/3nPDhzax1CPPQFkXh4yb/v27XbiiSfanXfeaR07dvSunDZtmnXr1s1effVVq1+/vveijEMZPHiwTZ8+3a677ro4dDfSfdy0ZZsd8MCXu/ShTKkSNu7uYyPdt7g0ftOmTVaqVCnvfxQIQKB4Cej3eLly5WKVbV+8RLk7BJIT2LZtm+n3W/ny5UEEAQgUMwEd3KhSpkyZYq4p2Nv3HjLVXho2x9o22s36Xdom2MqpLeME+H1QNKTIvDxknn6kjLwePXrYSSed5F2ZmJmngzPiUCTzZsyYYddee20cuhvpPkrmte711S590LLbkXe2j3Tf4tJ4/QNMJ2sj8+IScfqZTQKSefxjMpsRoO64ENCX5JJ5kucUCECgeAls2bLFq6B06dLFW1HAd1++brN1e2uMjZm3yq4+ei/rfuzeAbeA6jJJoEKFCpm8XezuhczLR+Zpzzxl5V155ZXeleyZ1z12D0kUO6wj3HWUu78c36KOvdC1bRS7E7s2s8w2diGnw1kkwDLbLMKn6lgRYJltrMJNZ7NMIBeX2Tqk309bYhe+8JP3x36XH2pH7bN7lmlTPQSyQwCZZ2b6x4VS/8855xzr2rWrde7ceUdK8nPPPWcDBw40/Ven2V5//fWcZpudsUqtBSAwZeFqu+fj8TZs+lIrWaKEHdNsd3vgjFbWoDrffhQAY9YuReZlDT0Vx5AAMi+GQafLWSGAzMsKdiqNKYFclnkK6fPfzrBeAyZawxoV7ctbOljpktpJjwKBeBFA5plZz549bezYP04BdUXyrnHjxrZmzRq77bbbbOrUqd6PateubY8//rj33zgVDsCIZrS3bzcrwe+2yAUPmRe5kNHgCBNA5kU4eDQ9UgSQeZEKF42NOIFcl3kKz7VvjLSB4xbYWQc3sMf+0jriEaP5ECg4AWRemsxWrlzp7fNRq1atND+RW5ch83IrnvQm3ASQeeGOD63LLQLIvNyKJ70JLwFkXnhjQ8tyj0AcZN7EBausy0s/2+LVG633nw+wv7RrmHuBpEcQyIMAMo/hkRYBZF5amLgIAhkhgMzLCEZuAoG0CCDz0sLERRAoMgFkXpERcgMIpE0gDjJPMD4YOc9ufneMlS5Vwr7o2cH2rFExbUZcCIGoE0DmRT2CAbUfmRcQaKqBgJkh8xgGEAiOADIvONbUFG8CyLx4x5/eB0sgLjJPVO/vP8FeVXFe9QAAIABJREFU/G6mHdGkpr155WHBgqY2CGSRADIvi/CjVDUyL0rRoq1RJ4DMi3oEaX+UCCDzohQt2hplAsi8KEePtkeNQJxk3qJVG+2K136xsfNW2k3H72M9jm8WtXDRXggUigAyr1DY4vchZF78Yk6Ps0cAmZc99tQcPwLIvPjFnB5nhwAyLzvcqTWeBOIk8xThryYvtkte/tkL9ttXHWaH7V0znoGn17EigMyLVbgL31lkXuHZ8UkIFJQAMq+gxLgeAoUngMwrPDs+CYGCEEDmFYQW10KgaATiJvNE65mvptsjgydZ490r2Ze3dCgaQD4NgQgQQOZFIEhhaCIyLwxRoA1xIYDMi0uk6WcYCCDzwhAF2hAHAsi8OESZPoaFQBxl3pZt2+26N0bap+N/t7+0bWi9zz4gLOGgHRAoFgLIvGLBmns3ReblXkzpUXgJIPPCGxtalnsEkHm5F1N6FE4CyLxwxoVW5SaBOMo8RXLcbyut60s/27K1m+yxv7S2sw5ukJsBplcQMDNkHsMgLQLIvLQwcREEMkIAmZcRjNwEAmkRQOalhYmLIFBkAsi8IiPkBhBIm0BcZZ4AvfPLXLv9/bFWvkwp+6Jne6u/W4W0uXEhBKJEAJkXpWhlsa3IvCzCp+rYEUDmxS7kdDiLBJB5WYRP1bEigMyLVbjpbJYJxFnmCf09H4+3V4bNsqP32d1ev/zQLEeD6iFQPASQecXDNefuiszLuZDSoRATQOaFODg0LecIIPNyLqR0KKQEkHkhDQzNykkCcZd5v61Yb1e9NtzGz19lt5zY3K4/tmlOxplOxZsAMi/e8U+798i8tFFxIQSKTACZV2SE3AACaRNA5qWNigshUCQCyLwi4ePDECgQgbjLPMH6bOJCu+LV4R6397odYW0bVS8QQy6GQNgJIPPCHqGQtA+ZF5JA0IxYEEDmxSLMdDIkBJB5IQkEzch5Asi8nA8xHQwRAWTeH8F48vOp9tjQKda0dmX77Ob2IYoQTYFA0Qkg84rOMBZ3QObFIsx0MiQEkHkhCQTNiAUBZF4swkwnQ0AAmReCINCE2BBA5v0R6g2bt9oNb42yoRMW2gWH7mkPntkqNmOAjuY+AWRe7sc4Iz1E5mUEIzeBQFoEkHlpYeIiCGSEADIvIxi5CQTyJYDMyxcRF0AgYwSQef+PcuSc5Xbpy7/YyvWb7cnzD7LTW9fPGGduBIFsEkDmZZN+hOpG5kUoWDQ18gSQeZEPIR2IEAFkXoSCRVMjTQCZF+nw0fiIEUDm7RywN36abX/78FerVK60fXVLB6tVpVzEIkpzIbArAWQeoyItAsi8tDBxEQQyQgCZlxGM3AQCaRFA5qWFiYsgUGQCyLwiI+QGEEibADJvV1SSeZJ6HZvXtpcvbZc2Sy6EQFgJIPPCGpmQtQuZF7KA0JycJoDMy+nw0rmQEUDmhSwgNCdnCSDzcja0dCyEBJB5uwZl9tJ1dk2/4TZxwWr768n72jXtm4QwcjQJAukTQOalzyrWVyLzYh1+Oh8wAWRewMCpLtYEkHmxDj+dD5AAMi9A2FQVewLIvORDYNCvv1u3fiO8H3503ZHWuuFusR8rAIguAWRedGMXaMuReYHiprKYE0DmxXwA0P1ACSDzAsVNZTEmgMyLcfDpeuAEkHmpkT82dIo9+flU27duFRvc/ZjAY0OFEMgUAWRepkjm+H2QeTkeYLoXKgLIvFCFg8bkOAFkXo4HmO6FhgAyLzShoCExIIDMSx3k1Ru22E1vj7IvJi2yLofvZff9af8YjAi6mIsEkHm5GNVi6BMyrxigcksIpCCAzGNoQCA4Asi84FhTU7wJIPPiHX96HywBZF7evH+eucwuf/UXk9h75sKD7eRW9YINELVBIAMEkHkZgBiHWyDz4hBl+hgWAsi8sESCdsSBADIvDlGmj2EggMwLQxRoQ1wIIPPyj/Qrw2bZPR+Pt2oVythXt3aw6hXL5v8hroBAiAgg80IUjDA3BZkX5ujQtlwjgMzLtYjSnzATQOaFOTq0LZcIIPNyKZr0JewEkHnpRej298faO7/MteNb1LEXurZN70NcBYGQEEDmhSQQYW8GMi/sEaJ9uUQAmZdL0aQvYSeAzAt7hGhfrhBA5uVKJOlHFAgg89KL0vRFa6zbGyNtysLVdnfn/ezyoxqn90GugkAICCDzQhCEKDQBmReFKNHGXCGAzMuVSNKPKBBA5kUhSrQxFwgg83IhivQhKgSQeelH6pMx8+2Gt0Z5Hxhw49G2f/2q6X+YKyGQRQLIvCzCj1LVyLwoRYu2Rp0AMi/qEaT9USKAzItStGhrlAkg86IcPdoeNQLIvIJFrPfgSfb0V9M9kSehR4FAFAgg86IQpRC0EZkXgiDQhNgQQObFJtR0NAQEkHkhCAJNiAUBZF4swkwnQ0IAmVewQCxft8m6vz3avp6y2FtqqyW3FAiEnQAyL+wRCkn7kHkhCQTNiAUBZF4swkwnQ0IAmReSQNCMnCeAzMv5ENPBEBFA5hU8GMOmL7ErXh1u6zZttee7tLUT9qtT8JvwCQgESCC2Mm/NmjWmCXPt2rWtRIkSASKPZlXIvGjGjVZHkwAyL5pxo9XRJIDMi2bcaHX0CCDzohczWhxdAsi8wsXuhW9n2gMDJliNSmXtm1s7WuXypQt3Iz4FgQAIxE7mbdq0ye6++24bOXKkh7dChQrWq1cva9WqVVLcQ4cOtd69e+/ys/79+1u5cuUCCFE4qkDmhSMOtCIeBJB58YgzvQwHAWReOOJAK3KfADIv92NMD8NDAJlX+Fj0fHeMvT9ynnVqWdf6XtSm8DfikxAoZgKxk3mScM8884z16dPHmjVrZg888ICNHj3a3nnnnaRybsiQIfbYY49Z3759dwpFo0aNYpXRh8wr5ieR20PARwCZx3CAQHAEkHnBsaameBNA5sU7/vQ+WALIvMLznvT7arvujZE2ffEau/f0/a3rEXsV/mZ8EgLFSCB2Mu+SSy7xsvB69uzpYV22bJmde+659vjjj1vLli13QS2Z98QTT5hkVpwLMi/O0afvQRNA5gVNnPriTACZF+fo0/cgCSDzgqRNXXEngMwr2gj4cNRv1uOd0d5NhvQ4xprVqVK0G/JpCBQDgdjJvAsvvNDatm1rPXr02IHzhBNOsFtvvdVOPPHEpDJPWXzt2rWzsmXLep/t1KmTlS4dr/XzyLxiePq4JQRSEEDmMTQgEBwBZF5wrKkp3gSQefGOP70PlgAyr+i8ew2YaM9/O8NaN9jNPrr+yKLfkDtAIMMEYifzXn75ZXvzzTft/PPPt3r16tm4ceNM++Klknn6+eDBg61atWo2f/58+/777619+/Z21113eaFYuXJlhkMSztuJ0YwZM+zqq68OZwNpFQRyiMD27du93nA4Tw4Fla6ElsC2bdusZMmSoW0fDYNALhHgeculaNKXMBPg35JFj86SNZvsb59MsR9nrbBLDmtgPTqy3LboVHe+gxwLpfAEYifz9GJ7++237euvv/ao1a1b1xN0qZbZJqJ977337Nlnn7VBgwZ52Xn6R0kcysCBA23q1Kl20003xaG79BECWSWwbt06K1OmjPc/CgQgULwEVq1aZVWqVEGeFy9m7g4BU2be+vXrrXLlytCAAASKmcDGjRtN897y5csXc025fftvpiyxq/uNsI1bttlLXdtah+a1crvDAffuf9u7E6CryvMO4A+CaEFGUMFtcItLa4sxmsTEOgqJ0SxVQ200LuO+ixFHxSV11BLRMVFjMFpFU3WsonFJNIOVDJqoraWJcQniAriFqAi4AAFFAp33JJpEo9/l++4999z3/O5Mhjic+77P83vOBx//75xz/TC1Z+C1C/Pez5WCuTvuuKP4X/pk265e999/f4wdOzbuuuuuWv3h6Dbbrs4Mv0+geQJus22epZUIdCXgNtuuhPw+geYIuM22OY5WIdCIgNtsG1Fq7Jh///msuODup2LIgNXi/jEjYvVVezf2RkcRaLFA7cK89BOKefPmFT+Fnzp1apx//vnFLbcHH3xwQZ1uw02BXfo1vW644YbYaqutig/HSLfUnnHGGcUVeRMmTGjxaKq1vDCvWvNQTd4Cwry856u7agkI86o1D9XkKyDMy3e2OquegDCveTP5/fIVxYdh3PnYS7HHxzeI8ft9onmLW4lADwRqF+al29f22muvgix9oMVBBx1UfJrtu68LL7ww7r333uI5eel10UUXvff/03+n23LHjRsXQ4cO7QF7571VmNd5M1Nx5woI8zp3dirvPAFhXufNTMWdKSDM68y5qbozBYR5zZ3btN++GaNueiSen/e7OG/ksDhgh42au4HVCHRDoHZhXjJ65ZVXimdRrb322g2RpT8M586dWzzjY9CgQQ29J7eDhHm5TVQ/VRYQ5lV5OmrLTUCYl9tE9VNVAWFeVSejrhwFhHnNn+otv/xNjLn18WLhe08eHpsN7t/8TaxIYCUEahnmrYSPQ/8oIMxzKhAoT0CYV561nQgI85wDBMoREOaV42wXAklAmNea8+Dcu56I//jv52P7jQfFbcfu2JpNrEqgQQFhXoNQdT9MmFf3M0D/ZQoI88rUtlfdBYR5dT8D9F+WgDCvLGn7EBDmteoceOmNJcXz86Y+91ocP2LzOHX3rVq1lXUJdCkgzOuSyAFJQJjnPCBQnoAwrzxrOxEQ5jkHCJQjIMwrx9kuBJKAK/Nadx5MeXJOHH3Dw7Hs9yvihsN3iJ22WKd1m1mZwEcICPOcHg0JCPMaYnIQgaYICPOawmgRAg0JCPMaYnIQgR4LCPN6TGgBAg0LCPMapurWgePvnRkXTX46Nhj4N3H/mBHRZ5Ve3VrHmwj0RECY1xO9Gr1XmFejYWu17QLCvLaPQAE1EhDm1WjYWm2rgDCvrfw2r5mAMK+1A3972fLidttJv345Rn5iw7hk321bu6HVCfwVAWGe06IhAWFeQ0wOItAUAWFeUxgtQqAhAWFeQ0wOItBjAWFejwktQKBhAWFew1TdPvCRF9+IEyc+Ei++tjgu/JdtYp9PDu32Wt5IoDsCwrzuqNXwPcK8Gg5dy20TEOa1jd7GNRQQ5tVw6Fpui4Awry3sNq2pgDCvnMHfOPXFOPOOX0e6yfbnY0bERmv1K2djuxCICGGe06AhAWFeQ0wOItAUAWFeUxgtQqAhAWFeQ0wOItBjAWFejwktQKBhAWFew1Q9PvBffzQtbvjfF2KHTdeKm4/+bI/XswCBRgWEeY1K1fw4YV7NTwDtlyogzCuV22Y1FxDm1fwE0H5pAsK80qhtRMCn2ZZ4DqTbbNPz8x5+4fUYvesWMXrXLUvc3VZ1FhDm1Xn6K9G7MG8lsBxKoIcCwrweAno7gZUQEOatBJZDCfRAQJjXAzxvJbCSAq7MW0mwHh7+X9NeieP+81exfMWKmHjUZ+Izm63dwxW9nUDXAsK8ro0cERHCPKcBgfIEhHnlWduJgDDPOUCgHAFhXjnOdiGQBIR55Z8Hl/z0mbh0yowYula/eGDMiPILsGPtBIR5tRt59xoW5nXPzbsIdEdAmNcdNe8h0D0BYV733LyLwMoKCPNWVszxBLovIMzrvl1337no7WXF7bY/nT6n+GTb9Am3XgRaKSDMa6VuRmsL8zIaplYqLyDMq/yIFJiRgDAvo2FqpdICwrxKj0dxmQkI89oz0F88/1qMnvho/PaNJXHxPtvGP2+3YXsKsWstBIR5tRhzz5sU5vXc0AoEGhUQ5jUq5TgCPRcQ5vXc0AoEGhEQ5jWi5BgCzREQ5jXHsTurXPfQ83H2j5+IPr17xQNjPhfrr7l6d5bxHgJdCgjzuiRyQBIQ5jkPCJQnIMwrz9pOBIR5zgEC5QgI88pxtguBJCDMa+95cPptj8fEX/wmdtp8nbjhiB3aW4zdsxUQ5mU72uY2JsxrrqfVCHyUgDDP+UGgPAFhXnnWdqq3gDCv3vPXfbkCwrxyvd+/26y5i+Kkmx+Lx2e/EafstlWM+tzm7S3I7lkKCPOyHGvzmxLmNd/UigQ+TECY59wgUJ6AMK88azvVW0CYV+/5675cAWFeud5/bbefPP5yjLrxV8Vv3XbsjrH9xoPaX5QKshIQ5mU1ztY1I8xrna2VCbxfQJjnnCBQnoAwrzxrO9VbQJhX7/nrvlwBYV653h+224X3PB2X3zczNl2nf9x3yvBqFKWKbASEedmMsrWNCPNa62t1An8uIMxzPhAoT0CYV561neotIMyr9/x1X66AMK9c7w/b7Y3F78RJNz8a9z39auy/w0YxbuSwahSmiiwEhHlZjLH1TQjzWm9sBwLvCgjznAsEyhMQ5pVnbad6Cwjz6j1/3ZcrIMwr1/ujdvufWfOLQG/Ogrfie/t9Ivb8+AbVKU4lHS0gzOvo8ZVXvDCvPGs7ERDmOQcIlCcgzCvP2k71FhDm1Xv+ui9XQJhXrndXu13z4HMx9ifTY/VVe8cDY0bE4AGrdfUWv0+gSwFhXpdEDkgCwjznAYHyBIR55VnbiYAwzzlAoBwBYV45znYhkASEedU7D07+4WNx28OzY/hWg+PaQz9dvQJV1HECwryOG1l7ChbmtcfdrvUUEObVc+66bo+AMK897natn4Awr34z13H7BIR57bP/sJ2ffmVhcbvt9JcXxOlf+ts4ZpePVa9IFXWUgDCvo8bVvmKFee2zt3P9BIR59Zu5jtsnIMxrn72d6yUgzKvXvHXbXgFhXnv9P2z3Hz3y2xh986PFb//4+H+Mjw8dWM1CVdURAsK8jhhT+4sU5rV/Biqoj4Awrz6z1mn7BYR57Z+BCuohIMyrx5x1WQ0BYV415vDXqhg36cm46v5nY8t1B8Tkk3aubqEqq7yAMK/yI6pGgcK8asxBFfUQEObVY866rIaAMK8ac1BF/gLCvPxnrMPqCAjzqjOL91cyb9HbxdV5D86YFwd9dpP4t73+vrrFqqzSAsK8So+nOsUJ86ozC5XkLyDMy3/GOqyOgDCvOrNQSd4Cwry856u7agkI86o1j/dXc/8zc4vn583/3dK44sDt40v/sF61C1ZdJQWEeQ2OZf78+bHKKqvEoEGDGnxHXocJ8/Kap26qLSDMq/Z8VJeXgDAvr3nqproCwrzqzkZl+QkI86o/0yt/PivOv/upWGO1PvHAaSNiUL++1S9ahZUSEOZ1MY7Zs2fHaaedFq+++mpx5NChQ+Pb3/52rL322pUaZKuLEea1Wtj6BP4kIMxzNhAoT0CYV561neotIMyr9/x1X66AMK9c7+7stnzFiuLqvB8/+lLs+nfrxtUHf7I7y3hPjQWEeV0M/5xzzok5c+ZE+rVv374xatSo2HjjjWPcuHG1Om2EebUat2bbLCDMa/MAbF8rAWFercat2TYKCPPaiG/r2gkI8zpj5E+89GacdPNj8cychXHWP20dh++0aWcUrspKCAjzPmIMCxYsiL333ju++c1vxvDhw4sjp0yZEhdccEFMnjw5evXqVYkhllGEMK8MZXsQ+IOAMM+ZQKA8AWFeedZ2qreAMK/e89d9uQLCvHK9e7LbD385O0699bFiiW2HDow1+60aO31snThy5816sqz31kBAmPcRQ160aFGMHDkyzjrrrNh55z98bPSTTz4Z3/jGN2LixIm1utVWmFeDPw20WBkBYV5lRqGQGggI82owZC1WQkCYV4kxKKImAsK8zhr0zhfeFy++tvgvih41YvM4ZfetOqsR1ZYqIMzrgvu4446L9Ny8Qw45JPr06VNcmTd9+vT3wrxly5aVOrB2bTZp0qSYNWtWnHDCCe0qwb4EaiOwZMmS4s+bVVddtTY9a5RAuwTSD+769+9fq6vt22Vt33oLLF++PNLfb+nrzYsAgdYKLF26NFasWBGrrbZaazeyeo8F3lzyTmx/3r0fWGezdfrH5NE79Xj9Ki+Q/r3j1X0BYV4XdgsXLowJEybEtGnTim8+Ung3c+bM926zTb9fh1e6rfjZZ5+NY445pg7t6pFAWwXS1Qvp07PrdCt/W8FtXmuB9Pe6byZrfQpoviSBFCykQK93794l7WgbAvUVSF9r6ZW+n/SqtsCchW/Hrt+b+oEiB6/RN+498TPVLr6H1Q0YMKCHK9T77cK8lZz/kUceGauvvnqMHz9+Jd/Z2Ye7zbaz56f6zhJwm21nzUu1nS3gNtvOnp/qO0fAbbadMyuVdr6A22w7a4bbjf1pvPa7pX9R9M5bDo7rD/t0ZzWi2lIFhHldcKfbb9IrfQNy5513xvXXXx8XX3xxDBs2rNRBtXszYV67J2D/OgkI8+o0bb22W0CY1+4J2L8uAsK8ukxan1UQEOZVYQqN1zDx/16M02//9XtvGDJgtbhs/+3i05uu1fgijqydgDCvi5E/+OCDce655xZHDRw4MM4444zYbrvtaneiCPNqN3INt1FAmNdGfFvXTkCYV7uRa7hNAsK8NsHbtpYCwrzOG/sbS96JZ15ZGL1X6RXbbTQoevXqvB5UXK6AMK8L7/QsnZdffrn45Np+/fqVO50K7SbMq9AwlJK9gDAv+xFrsEICwrwKDUMpWQsI87Ier+YqJiDMq9hAlEOgBQLCvBag5rikMC/HqeqpqgLCvKpORl05CgjzcpyqnqooIMyr4lTUlKuAMC/XyeqLwJ8EhHnOhoYEhHkNMTmIQFMEhHlNYbQIgYYEhHkNMTmIQI8FhHk9JrQAgYYFhHkNUzmQQMcKCPM6dnTlFi7MK9fbbvUWEObVe/66L1dAmFeut93qKyDMq+/sdV6+gDCvfHM7EihbQJhXtniH7ifM69DBKbsjBYR5HTk2RXeogDCvQwen7I4TEOZ13MgU3MECwrwOHp7SCTQoIMxrEKruhwnz6n4G6L9MAWFemdr2qruAMK/uZ4D+yxIQ5pUlbR8CEcI8ZwGB/AWEefnPuCkdCvOawmgRAg0JCPMaYnIQgaYICPOawmgRAl0KCPO6JHIAgaYJCPOaRmkhApUVEOZVdjTVKkyYV615qCZvAWFe3vPVXbUEhHnVmodq8hUQ5uU7W51VT0CYV72ZqIhAswWEec0WzXQ9YV6mg9VWJQWEeZUci6IyFRDmZTpYbVVOQJhXuZEoKGMBYV7Gw9UagT8KCPOcCg0JrFixojiuV69eDR3vIAIECBAgQIAAAQIECBAgQIAAgeYLCPOab2pFAgQIECBAgAABAgQIECBAgAABAi0REOa1hNWiBAgQIECAAAECBAgQIECAAAECBJovIMxrvmmWKy5cuDDeeeedWGuttbLsT1MEqiKwZMmSeP3112P99dd3W3tVhqIOAgQIEGiKQHpsy5w5c6J///4xYMCApqxpEQIEPiiwePHiWLp0aQwcOBAPAQKZCgjzMh1ss9pKfxGcdtpp8dRTTxVLrrfeenHxxRfH4MGDm7WFdQgQ+KPACSec8N7XWt++fWPEiBFxyimn8CFAoIUCs2fPjiOOOCK+8IUvxMknn9zCnSxNoL4C6YfC5513Xjz88MMFwrBhw4rvJ70IEGiuQArLv/Wtb8WMGTOKhdMPh0899dTYeuutm7uR1QgQaLuAMK/tI6h2ARMmTIj0SbZXXnll9OvXL1LYMHTo0Bg7dmy1C1cdgQ4UGD9+fOy+++6x0UYbxUMPPRTjxo2Liy66KLbZZpsO7EbJBKovkAKGww47LNIn2n7xi18U5lV/ZCrsQIF0Nd4BBxxQXG1+4IEHxi677BKLFi2KIUOGdGA3SiZQbYExY8bEggULIn1Pucoqq8Q555wT8+bNiyuuuKLahauOAIGVFhDmrTRZvd6w//77x/Dhw+Ooo44qGr/77ruLn6ROnjzZLYD1OhV02waBPffcM77yla/E0Ucf3YbdbUkgb4Fly5YVP6Bad911I4V6G2ywgTAv75Hrrk0CU6ZMiQsuuCDSD4g32WSTNlVhWwL1EDjkkENiww03LK6ETa/bb789rr322rjzzjvrAaBLAjUSEObVaNjdaTVdqTB69OjiioX0euKJJ4r/vvXWW2PNNdfszpLeQ4BAAwLPP/98HHnkkXHmmWcWt9t6ESDQXIF05etzzz0Xl19+eZx++unCvObyWo3AewIpyPvZz34Wn/rUpyL93Zaev3zooYfGtttuS4kAgSYLvBuep9tq99prr/j+978fX//61+NrX/tak3eyHAEC7RYQ5rV7AhXeP90Wsdtuu/1FmDBz5sw49thj47rrriv+4eNFgEDzBdLtR4cffnhxa/s111xT3CbhRYBA8wRuvPHGuOWWW4qrFdLDwdOz8lyZ1zxfKxH4c4ETTzwxXnjhhdhnn32KK2HvueeeeOSRR+Kqq66KTTfdFBYBAk0USM+BTV9z6bFI6ZnnvXv3ju9+97uxxRZbNHEXSxEgUAUBYV4VplDhGtIVeSeddFLxHK/0cmVehYeltCwE0qfZpq+5+fPnF//QGTRoUBZ9aYJAlQS++tWvFh/o9G6QkJ5RmcLz9Cwvt7VXaVJqyUEgBQvpIfzpCtj0Wr58eeyxxx6RHuWSnqXnRYBA8wTS19SOO+4Yxx9/fPEIifTMvPTvt/QM9BTseREgkI+AMC+fWbakk/SNVrrFL93ul16emdcSZosSKATSA4vTbexvv/12XHbZZYI85wWBFgncdNNNxdfbu6/0HNgBAwYUP7jab7/9WrSrZQnUU+A73/lOzJo1670H8Kcw78tf/nLsu+++xe22XgQINEcg3dkxcuTIIjj//Oc/Xyw6bdq04ofE6XbbLbfcsjkbWYUAgUoICPMqMYbqFpGuDJo0aVJxhVC6amHUqFE+zba641JZBwssXrw4Dj744OKKhfTQ4jXWWKPoJt1i65b2Dh6s0jtCwG22HTEmRXaowKOPPhqnnnpqnH322bHDDjsUD+S/+uqr49JLL430XC8vAgSaJ5CuPE9XwqZnVaZ/u11yySUxderU4tESrsxrnrOVCFRBQJhXhSlUuIb0E57WT9+pAAAHdElEQVT0EeczZswoqhwyZEjxl0L61YsAgeYJzJkzJw488MAPLNi3b9/i1ggvAgRaJyDMa52tlQkkgR/84AeRroh993XMMcfE3nvvDYcAgSYLpFtq00UY06dPL8K7zTbbLNLX2zbbbNPknSxHgEC7BYR57Z5Ah+z/5ptvxtKlS2Pw4MEdUrEyCRAgQIAAAQIEqiLw1ltvxdy5c4urhvr06VOVstRBIEuBdEHGsmXLig958iJAIE8BYV6ec9UVAQIECBAgQIAAAQIECBAgQIBAhgLCvAyHqiUCBAgQIECAAAECBAgQIECAAIE8BYR5ec5VVwQIECBAgAABAgQIECBAgAABAhkKCPMyHKqWCBAgQIAAAQIECBAgQIAAAQIE8hQQ5uU5V10RIECAAAECBAgQIECAAAECBAhkKCDMy3CoWiJAgAABAgQIECBAgAABAgQIEMhTQJiX51x1RYAAAQIECBAgQIAAAQIECBAgkKGAMC/DoWqJAAECBAgQIECAAAECBAgQIEAgTwFhXp5z1RUBAgQIECBAgAABAgQIECBAgECGAsK8DIeqJQIECBAgQIAAAQIECBAgQIAAgTwFhHl5zlVXBAgQIECAAAECBAgQIECAAAECGQoI8zIcqpYIECBAgAABAgQIECBAgAABAgTyFBDm5TlXXREgQIAAAQIECBAgQIAAAQIECGQoIMzLcKhaIkCAAAECBAgQIECAAAECBAgQyFNAmJfnXHVFgAABAgQIECBAgAABAgQIECCQoYAwL8OhaokAAQIECBAgQIAAAQIECBAgQCBPAWFennPVFQECBAgQIECAAAECBAgQIECAQIYCwrwMh6olAgQIECBAgAABAgQIECBAgACBPAWEeXnOVVcECBAgQIAAAQIECBAgQIAAAQIZCgjzMhyqlggQIECAAAECBAgQIECAAAECBPIUEOblOVddESBAgAABAgQIECBAgAABAgQIZCggzMtwqFoiQIAAAQIECBAgQIAAAQIECBDIU0CYl+dcdUWAAAECBAgQIECAAAECBAgQIJChgDAvw6FqiQABAgQIECBAgAABAgQIECBAIE8BYV6ec9UVAQIECBAgQIAAAQIECBAgQIBAhgLCvAyHqiUCBAgQIECAAAECBAgQIECAAIE8BYR5ec5VVwQIECBAgAABAgQIECBAgAABAhkKCPMyHKqWCBAgQIAAAQIECBAgQIAAAQIE8hQQ5uU5V10RIECAAAECBAgQIECAAAECBAhkKCDMy3CoWiJAgAABAgQIECBAgAABAgQIEMhTQJiX51x1RYAAAQIECBAgQIAAAQIECBAgkKGAMC/DoWqJAAECBAgQIECAAAECBAgQIEAgTwFhXp5z1RUBAgQIECBAgAABAgQIECBAgECGAsK8DIeqJQIECBAgQIAAAQIECBAgQIAAgTwFhHl5zlVXBAgQIECAAAECBAgQIECAAAECGQoI8zIcqpYIECBAgAABAgQIECBAgAABAgTyFBDm5TlXXREgQIAAAQIECBAgQIAAAQIECGQoIMzLcKhaIkCAAAECBAgQIECAAAECBAgQyFNAmJfnXHVFgAABAgQIECBAgAABAgQIECCQoYAwL8OhaokAAQIECBAgQIAAAQIECBAgQCBPAWFennPVFQECBAgQIECAAAECBAgQIECAQIYCwrwMh6olAgQIECBAgAABAgQIECBAgACBPAWEeXnOVVcECBAgQIAAAQIECBAgQIAAAQIZCgjzMhyqlggQIECAAAECBAgQIECAAAECBPIUEOblOVddESBAgAABAgQIECBAgAABAgQIZCggzMtwqFoiQIAAAQIECBAgQIAAAQIECBDIU0CYl+dcdUWAAAECBAgQIECAAAECBAgQIJChgDAvw6FqiQABAgQIECBAgAABAgQIECBAIE8BYV6ec9UVAQIECBAgQIAAAQIECBAgQIBAhgLCvAyHqiUCBAgQIECAAAECBAgQIECAAIE8BYR5ec5VVwQIECBAgAABAgQIECBAgAABAhkKCPMyHKqWCBAgQIAAAQIECBAgQIAAAQIE8hQQ5uU5V10RIECAAAECBAgQIECAAAECBAhkKCDMy3CoWiJAgAABAgQIECBAgAABAgQIEMhTQJiX51x1RYAAAQIECBAgQIAAAQIECBAgkKGAMC/DoWqJAAECBAgQIECAAAECBAgQIEAgTwFhXp5z1RUBAgQIECBAgAABAgQIECBAgECGAsK8DIeqJQIECBAgQIAAAQIECBAgQIAAgTwFhHl5zlVXBAgQIECAAAECBAgQIECAAAECGQoI8zIcqpYIECBAgAABAgQIECBAgAABAgTyFBDm5TlXXREgQIAAAQIECBAgQIAAAQIECGQoIMzLcKhaIkCAAAECBAgQIECAAAECBAgQyFNAmJfnXHVFgAABAgQIECBAgAABAgQIECCQoYAwL8OhaokAAQIECBAgQIAAAQIECBAgQCBPAWFennPVFQECBAgQIECAAAECBAgQIECAQIYCwrwMh6olAgQIECBAgAABAgQIECBAgACBPAX+H5a+U2tV/3bjAAAAAElFTkSuQmCC"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count_log, floor(log(issue_lifetime_hour_avg)) AS issue_lifetime_hour_avg_log FROM\n",
    "    (SELECT repo_id, ceil(avg(dateDiff('hour', issue_created_at, issue_closed_at))) AS issue_lifetime_hour_avg\n",
    "    FROM gh_events\n",
    "    WHERE type='IssuesEvent' AND action='closed' AND toYear(issue_created_at)=${year}\n",
    "    GROUP BY repo_id\n",
    "    HAVING issue_lifetime_hour_avg > 0)\n",
    "GROUP BY issue_lifetime_hour_avg_log\n",
    "ORDER BY issue_lifetime_hour_avg_log\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.issue_lifetime_hour_avg_log),\n",
    "        y: data.map(d => d.repo_count_log),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库 Issue 平均生命周期分布 ${year}（双对数坐标/小时）` })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f6a5bb6e-4189-4714-b876-dff951b87c4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has an average issue lifetime of 453 hours in 2021\n",
      "The project babel/babel has an average issue lifetime of 342 hours in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT anyHeavy(repo_name) AS name, ceil(avg(dateDiff('hour', issue_created_at, issue_closed_at))) AS issue_lifetime_hour_avg\n",
    "FROM gh_events\n",
    "WHERE toYear(created_at)=${year} AND type='IssuesEvent' AND action='closed' AND toYear(issue_created_at)=${year} AND repo_id IN ${idsStr}\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has an average issue lifetime of ${row.issue_lifetime_hour_avg} hours in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1de4c2a2-ccfb-410e-abda-7b74809f4101",
   "metadata": {},
   "source": [
    "### Issue 平均首次响应时间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2da0b7ea-8b58-4ce3-8f7b-aad6a6155ca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "data": [
        {
         "name": "log(仓库数量)",
         "x": [
          0,
          1,
          2,
          3,
          4,
          5,
          6,
          7,
          8,
          9
         ],
         "y": [
          11,
          11,
          11,
          11,
          12,
          12,
          13,
          13,
          13,
          5
         ]
        }
       ],
       "layout": {
        "autosize": true,
        "title": {
         "text": "GitHub 全域仓库 Issue 平均首次响应时间分布 2021（双对数坐标/小时）"
        },
        "xaxis": {
         "autorange": true,
         "range": [
          -0.5379247572815534,
          9.537924757281553
         ],
         "type": "linear"
        },
        "yaxis": {
         "autorange": true,
         "range": [
          4.339805825242719,
          13.660194174757281
         ],
         "type": "linear"
        }
       }
      },
      "image/png": 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"
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT floor(log(COUNT(repo_id))) AS repo_count_log, floor(log(issue_first_response_hour_avg)) AS issue_first_response_hour_avg_log FROM\n",
    "    (SELECT repo_id, ceil(avg(issue_first_response_hour)) AS issue_first_response_hour_avg FROM\n",
    "        (SELECT repo_id, issue_id, ceil(dateDiff('hour', any(issue_created_at), min(created_at))) AS issue_first_response_hour\n",
    "        FROM gh_events\n",
    "        WHERE toYear(created_at)=${year} AND type='IssueCommentEvent' AND action='created' AND toYear(issue_created_at)=${year}\n",
    "        GROUP BY repo_id, issue_id\n",
    "        HAVING issue_first_response_hour > 0)\n",
    "    GROUP BY repo_id)\n",
    "GROUP BY issue_first_response_hour_avg_log\n",
    "ORDER BY issue_first_response_hour_avg_log\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    openDigger.render.plotly([{\n",
    "        x: data.map(d => d.issue_first_response_hour_avg_log),\n",
    "        y: data.map(d => d.repo_count_log),\n",
    "        name: 'log(仓库数量)'\n",
    "    }], {title: `GitHub 全域仓库 Issue 平均首次响应时间分布 ${year}（双对数坐标/小时）` })\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "98c76354-377c-437a-9c26-0d5884a95897",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The project webpack/webpack has an average issue first response time of 86 hours in 2021\n",
      "The project babel/babel has an average issue first response time of 157 hours in 2021\n"
     ]
    }
   ],
   "source": [
    "openDigger.driver.clickhouse.query(`\n",
    "SELECT anyHeavy(name) AS name, ceil(avg(issue_first_response_hour)) AS issue_first_response_hour_avg FROM\n",
    "    (SELECT repo_id, anyHeavy(repo_name) AS name, issue_id, ceil(dateDiff('hour', any(issue_created_at), min(created_at))) AS issue_first_response_hour\n",
    "    FROM gh_events\n",
    "    WHERE toYear(created_at)=${year} AND type='IssueCommentEvent' AND action='created' AND toYear(issue_created_at)=${year} AND repo_id IN ${idsStr}\n",
    "    GROUP BY repo_id, issue_id\n",
    "    HAVING issue_first_response_hour > 0)\n",
    "GROUP BY repo_id\n",
    "`, { format: 'JSONEachRow' }).then(data => {\n",
    "    data.forEach(row => console.log(`The project ${row.name} has an average issue first response time of ${row.issue_first_response_hour_avg} hours in ${year}`));\n",
    "});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "497f8cb6-e35e-4e03-99f2-11a855b2ad1b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "JavaScript (Node.js)",
   "language": "javascript",
   "name": "javascript"
  },
  "language_info": {
   "file_extension": ".js",
   "mimetype": "application/javascript",
   "name": "javascript",
   "version": "16.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
